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- Prediction_epoch_10 +18 -0
- Prediction_epoch_30 +30 -0
- test/2003.07090_cohen_20200314_journal_table_0.png +3 -0
- test/2003.07092_main_table_0.png +3 -0
- test/2003.07101_paper_table_0.png +3 -0
- test/2003.07107_SWIPTMISOCIMMDCSK_table_0.png +3 -0
- test/2003.07111_uav_table_0.png +3 -0
- test/2003.07111_uav_table_1.png +3 -0
- test/2003.07116_f_0_spectra_and_psi_radiative_decay_to_f_0_-1205_table_0.png +3 -0
- test/2003.07116_f_0_spectra_and_psi_radiative_decay_to_f_0_-1205_table_1.png +3 -0
- test/2003.07118_IEEE-cross-spectrum_table_0.png +3 -0
- test/2003.07118_IEEE-cross-spectrum_table_1.png +3 -0
- test/metadata.jsonl +10 -0
- train/2003.06342_CMAME-D-20-00414_Verdier_etal_Accepted_ArXiv_table_0.png +3 -0
- train/2003.06343_3-application_table_1.png +3 -0
- train/2003.06344_main_table_1.png +3 -0
- train/2003.06344_main_table_2.png +3 -0
- train/2003.06344_main_table_3.png +3 -0
- train/2003.06344_main_table_5.png +3 -0
- train/2003.06347_3-evaluation_table_0.png +3 -0
- train/2003.06347_3-evaluation_table_1.png +3 -0
- train/2003.06348_TMTT-2019-12-1447_table_0.png +3 -0
- train/2003.06348_TMTT-2019-12-1447_table_1.png +3 -0
- train/2003.06353_main_table_0.png +3 -0
- train/2003.06357_BulkCu_table_0.png +3 -0
- train/2003.06359_akovacevic_table_0.png +3 -0
- train/2003.06362_Manuscript_table_0.png +3 -0
- train/2003.06362_Manuscript_table_1.png +3 -0
- train/2003.06362_Manuscript_table_2.png +3 -0
- train/2003.06362_Manuscript_table_3.png +3 -0
- train/2003.06362_Manuscript_table_4.png +3 -0
- train/2003.06368_main_table_0.png +3 -0
- train/2003.06368_main_table_1.png +3 -0
- train/2003.06368_main_table_2.png +3 -0
- train/2003.06368_main_table_3.png +3 -0
- train/2003.06368_main_table_4.png +3 -0
- train/2003.06371_ms_table_0.png +3 -0
- train/2003.06377_main_neurips_table_0.png +3 -0
- train/2003.06377_sec3_mj_table_0.png +3 -0
- train/2003.06377_sec3_mj_table_1.png +3 -0
- train/2003.06377_sec3_mj_table_2.png +3 -0
- train/2003.06377_sec3_mj_table_3.png +3 -0
- train/2003.06377_sec3_mj_table_4.png +3 -0
- train/2003.06381_2020-lrec-htqe_table_0.png +3 -0
- train/2003.06381_2020-lrec-htqe_table_1.png +3 -0
- train/2003.06381_2020-lrec-htqe_table_2.png +3 -0
- train/2003.06386_implementation_ants_table_0.png +3 -0
- train/2003.06386_implementation_ants_table_1.png +3 -0
- train/2003.06386_supplementary_material_table_0.png +3 -0
- train/2003.06387_ms_table_0.png +3 -0
Prediction_epoch_10
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Prediction: \begin{tabular}{ccc}[NEWLINE] \toprule[NEWLINE] Network&\#Users&\#Edges&\#Posts&\#Anchors&\#SharedEdges\\[NEWLINE] \midrule[NEWLINE] Douban&9734&260467&10941957&2[4]{*}{9514}&2[4]{]{*}{55207}\\[NEWLINE] \midrule[NEWLINE] \multirow{1-4}{Weibo}&9514&196978&3799357&&&&&\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[7end]{tabular}[7]{abs=45}\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[7]{abs=25]{abs=25]{abs=25}{abs=25}{abs=25}{abs=25}{7}{\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[7end]{tabular}[7]{abs=25]{abs=25]{abs=25}{\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[7]{abs=25]{\sigma}[7]{\sigma}[7]{\sigma_529}{\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[7]{\angstrom}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma_5}{\sigma}[7]{\sigma_5}{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma_5}{\sigma}[7]{\sigma}[7]{\sigma_5}{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma]{\sigma}[7]{\sigma}{\sigma}[7]{\sigma}[7]{\sigma}[7]{\sigma][7]{\sigma}[7]{\sigma}[7]{\sigma][7]{\sigma][7]{\sigma]{\sigma}[7]{\sigma}[7]{\sigma]{\sigma}[7]{\sigma}{\sigma}{\sigma}[\sigma]{\sigma}{\sigma}{\sigma}{\sigma}[7]{\sigma}{\sigma}{\sigma
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Answer: \begin{tabular}{cccccc}[NEWLINE]\toprule[NEWLINE]Network&\#Users&\#Edges&\#Posts&\#Anchors&\#SharedEdges\\[NEWLINE]\midrule[NEWLINE]Douban&9734&260467&10941957&\multirow{2}[4]{*}{9514}&\multirow{2}[4]{*}{55207}\\[NEWLINE]\cmidrule{1-4}Weibo&9514&196978&3799357&&\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular}
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Normed ED: 0.7943037974683544
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Prediction: \begin{tabular}{|c||}[NEWLINE] \hline[NEWLINE] \multicolumn{2}{|c|}{\hline[NEWLINE] \multicolumn{2}{|c|}{\textbf{BruteForceAlgorithm}}&BFA\\[NEWLINE] \hline[NEWLINE] \multicolumn{2}{|c|}{\textbf{greedyAlgorithm}}&GA\\[NEWLINE] \hline[NEWLINE] \multicolumn{2}{|c|}{\textbf{IntlinprogHeuristic}&IH\\[NEWLINE] \hline[NEWLINE] \multicolumn{2}{|c|}{HybridGreedyAlgorithm}&HGA\\[NEWLINE] \hline[NEWLINE] SimplexVRPAIgorithm&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}{|c|}{\textbf{SimplexVRPAIgorithm}&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}{|c|}{\textbf{ThereForeAlgorithm}&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{ThereForeAlgorithm}&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{4}{\textbf{Genevisual}&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Theresolution}\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Genevisual}&Swa\\[NEWLINE][NEWLINE] \end{tabular}{\textbf{Genera}&Swa\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Genera}&Swa\\[NEWLINE] \end{tabular}{\textbf{Genera}&Swav\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Geneva}&Swa\\[NEWLINE] \end{tabular}{\textbf{Genera}&Swa\\[NEWLINE] \end{tabular}{\textbf{Genera}&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Genera}&Swa\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Genera}&Swa\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Geneva}&Swa\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{Genera}&Swa\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{SixVRPAIgorithm}&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}{\textbf{4}{\textbf{6}|c|}{\textbf{SixA}&Swak\\textbf{\textbf{SixA}&SVA\\[NEWLINE] \hline[NEWLINE] \hline
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Answer: \begin{tabular}{|l|l|}[NEWLINE]\hline[NEWLINE]{\bfAlgorithmName}&{\bfAbbrevation}\\\hline[NEWLINE]BruteForceAlgorithm&BFA\\\hline[NEWLINE]GreedyAlgorithm&GA\\\hline[NEWLINE]IntlinprogHeuristic&IH\\\hline[NEWLINE]HybridGreedyAlgorithm&HGA\\\hline[NEWLINE]SimplexVRPAlgorithm&SVA\\\hline[NEWLINE]\end{tabular}
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Normed ED: 0.8335380835380836
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Prediction: \begin{tabular}{|c|c|c|c|}[NEWLINE] \hline[NEWLINE] Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\[NEWLINE] \hline[NEWLINE] 3\_3&3,53&14,12&0.00&-&0.00&16,55&1,00&16,55&0.00&16,55\\[NEWLINE] 3\_2&3,36&17,18&0.00&17,18&0.00&17,18&1,00&17,18&0.00&17,18\\[NEWLINE] 3\_3&3,31&15,84&0.00&22,78&0,00&22,78&1,00&15,84&0,00&15,84\\[NEWLINE] 3\_4&3,46&13,28&0.00&-&0.00&27,06&1,00&13,28&0,00&13,28\\[NEWLINE] 3\_5&3,44&16,11&0.00&-&0.00&16,11&1,00&16,11&0.00&16,11\\[NEWLINE] \hline[NEWLINE] \end{tabular}{end{tabular}{end{tabular}{end{tabular}{nd}\end{tabular}{nd}\end{tabular}{nd}\end{tabular}{nd}\end{tabular}{nd}{rd}{nd}\\[NEWLINE] \hline[NEWLINE] \end{tabular}{end{tabular}{nd}{\end{tabular}{nd}{\second{tabular}{nd}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second}{\second{tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second{\tabular}{\second{tabular}{\second{tabular}{\second{tabular}{\second{\second}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\secondBlocation}{\
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Answer: \begin{tabular}{|l|l|l|l|l|l|l|l|l|l|l|}[NEWLINE]\hline[NEWLINE]{\bf}&\multicolumn{2}{l|}{{\bfBFA}}&\multicolumn{2}{l|}{{\bfGA}}&\multicolumn{2}{l|}{{\bfIH}}&\multicolumn{2}{l|}{{\bfHGA}}&\multicolumn{2}{l|}{{\bfSVA}}\\\hline[NEWLINE]Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE]3\_1&3,53&14,12&0,00&\multicolumn{1}{c|}{-}&0,00&16,55&1,00&16,55&0,00&16,55\\\hline[NEWLINE]3\_2&3,36&17,18&0,00&17,18&0,00&17,18&1,00&17,18&0,00&17,18\\\hline[NEWLINE]3\_3&3,31&15,84&0,00&22,78&0,00&22,78&1,00&15,84&0,00&15,84\\\hline[NEWLINE]3\_4&3,46&13,28&0,00&\multicolumn{1}{c|}{-}&0,00&27,06&1,01&13,28&0,00&13,28\\\hline[NEWLINE]3\_5&3,44&16,11&0,00&\multicolumn{1}{c|}{-}&0,00&16,11&1,00&16,11&0,00&16,11\\\hline[NEWLINE]\end{tabular}
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Normed ED: 0.8498694516971279
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Prediction: \begin{tabular}{|c|c|c|c|}[NEWLINE] \hline[NEWLINE] &&&\multicolumn{2}{|c|}{\textbf{Clases}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}&\multicolumn{2}{|c|}{\textbf{Time}&\multicolumn{2}{|c|}{\textbf{Fuel}{c|}{\textbf{Time}&\multicolumn{2}{
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Answer: \begin{tabular}{|l|l|l|l|l|l|l|l|l|l|l|}[NEWLINE]\hline[NEWLINE]{\bf}&\multicolumn{2}{l|}{{\bfBFA}}&\multicolumn{2}{l|}{{\bfGA}}&\multicolumn{2}{l|}{{\bfIH}}&\multicolumn{2}{l|}{{\bfHGA}}&\multicolumn{2}{l|}{{\bfSVA}}\\\hline[NEWLINE]Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE]5\_1&288,55&16,07&0,00&30,06&0,00&24,63&5,38&\multicolumn{1}{c|}{-}&0,00&24,63\\\hline[NEWLINE]5\_2&285,36&20,18&0,00&20,18&0,00&20,18&5,36&20,18&0,00&20,18\\\hline[NEWLINE]5\_3&295,50&18,84&0,00&25,78&0,00&25,78&5,45&18,84&0,00&25,78\\\hline[NEWLINE]5\_4&290,00&18,88&0,00&30,06&0,00&31,87&5,40&20,52&0,00&31,87\\\hline[NEWLINE]5\_5&287,46&18,84&0,00&30,02&0,00&18,84&5,39&18,84&0,00&18,84\\\hline[NEWLINE]\end{tabular}
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Normed ED: 0.769742310889443
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Prediction: \begin{tabular}{llll}[NEWLINE] \hline[NEWLINE] Model&TrainRMSE&ValRMSE&TestRMSE&ClarityLos\\[NEWLINE] \hline[NEWLINE] %$GBoost$&0.135$\pm$0.103$&1.30$\pm$0.046[NEWLINE] 1.63$\pm$0.013$&-\\[NEWLINE] \hline[NEWLINE] RF&1.50$\pm$0.019&1.40$\pm$0.060&1.22$\pm$0.043$&-\\[NEWLINE] MLP&2.320$\pm$0.076&2.372$\pm$0.119&2.615$\pm$0.057&-\\[NEWLINE] GLM&3.062$\pm$0.039&3.123$\pm$0.094&3.103$\pm$0.065&-\\[NEWLINE] pyGAM&2.253$\pm$0.025&2.459$\pm$0.057&2.450$\pm$0.046&-\\[NEWLINE] EBM&1.155$\pm$0.157&1.211$\pm$0.165&1,799$\pm$0.132&0.0007$\pm$0.0001\\[NEWLINE] \hline[NEWLINE] \textbf{G}\mathcal{A}\\\hline[NEWLINE] %$\lambda$G_{\mathrm{A}}_$G_{\mathrm{A}}_$G_{\mathrm{A}}_$G_{\mathrm{A}}_}$G_{\mathrm{A}}_$G_{\mathrm{A}}_$G_{\mathrm{A}}_}$G_{\mathrm{A}}_}$G_{\mathrm{A}}_{\mathrm{A}}_}$\pm$0.023$&1.44$\pm$0.019&0.0003$\pm$0.0001$\\[NEWLINE] \hline[NEWLINE] %$\lambda$G_{\mathrm{A}}_$G_{\mathrmA}}_$G_{\mathrmA}}_$G_{\mathrmA}}_$G_{\mathrmA}}_$G_{\mathrmA}}_$G_{\mathrmA}}_$0.966$\pm$0.013&0.059$\pm$0.021&0.056$\pm$0.024&0.0006$\pm$0.0004$\\[NEWLINE] \hline[NEWLINE] $\lambda$=10^{-3}$&0.959$\pm$0.016&0.069$\pm$0.020&0.058$\pm$0.018&0.0024$\pm$0.0013$\\[NEWLINE][NEWLINE] $\lambda=10^{-4}$&0.967$\pm$0.019&0.079$\pm$0.025&0.072$\pm$0.031&0.0037$\pm$0.0025\\[NEWLINE] \hline[NEWLINE] NoHered
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Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&0.135$\pm$0.103&1.630$\pm$0.046&1.634$\pm$0.013&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&1.500$\pm$0.019&1.840$\pm$0.060&1.822$\pm$0.043&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&2.320$\pm$0.076&2.372$\pm$0.119&2.615$\pm$0.057&-\\[NEWLINE]\multicolumn{2}{c|}{GLM}&3.062$\pm$0.039&3.123$\pm$0.094&3.103$\pm$0.065&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&2.253$\pm$0.025&2.459$\pm$0.057&2.450$\pm$0.046&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&1.155$\pm$0.157&1.211$\pm$0.165&1.799$\pm$0.132&0.0007$\pm$0.0001\\\hline[NEWLINE]\multirow{6}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&0.999$\pm$0.012&1.053$\pm$0.023&1.044$\pm$0.019&0.0003$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-1}$&0.970$\pm$0.011&1.061$\pm$0.029&1.058$\pm$0.027&0.0002$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-2}$&0.966$\pm$0.013&1.059$\pm$0.021&1.056$\pm$0.024&0.0006$\pm$0.0004\\[NEWLINE]&$\lambda=10^{-3}$&0.959$\pm$0.016&1.069$\pm$0.020&1.058$\pm$0.018&0.0024$\pm$0.0013\\[NEWLINE]&$\lambda=10^{-4}$&0.967$\pm$0.019&1.079$\pm$0.025&1.072$\pm$0.031&0.0037$\pm$0.0025\\\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{0}$}&1.008$\pm$0.010&1.054$\pm$0.019&1.045$\pm$0.022&0.0002$\pm$0.0001\\\hline\hline[NEWLINE]\end{tabular}
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Normed ED: 0.46735905044510384
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Prediction: \begin{tabular}{c|ccc}[NEWLINE] \hline[NEWLINE] Model&TrainAUC&ValAUC&TestAUC&ClarityLos\\[NEWLINE] \hline[NEWLINE] %GBOst&97.38$\pm$0.09&93.24$\pm$0.52&93.01$\pm$0.26&-\\%GBOmegaL/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L/L
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Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainAUC&ValAUC&TestAUC&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&97.38$\pm$0.09&93.24$\pm$0.52&93.01$\pm$0.26&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&93.59$\pm$0.10&92.01$\pm$0.62&91.98$\pm$0.35&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&93.15$\pm$0.65&93.12$\pm$0.90&92.29$\pm$0.41&-\\\multicolumn{2}{c|}{GLM}&90.81$\pm$0.21&90.77$\pm$0.47&90.60$\pm$0.30&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&91.90$\pm$0.17&91.68$\pm$0.39&91.53$\pm$0.36&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&94.59$\pm$0.16&94.63$\pm$0.40&93.16$\pm$0.31&1.0228$\pm$0.0755\\\hline[NEWLINE]\multirow{10}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&92.15$\pm$0.42&92.08$\pm$0.46&91.85$\pm$0.42&0.0015$\pm$0.0016\\[NEWLINE]&$\lambda=8\times10^{-1}$&92.38$\pm$0.43&92.30$\pm$0.42&92.09$\pm$0.40&0.0018$\pm$0.0022\\[NEWLINE]&$\lambda=6\times10^{-1}$&92.74$\pm$0.17&92.67$\pm$0.44&92.42$\pm$0.30&0.0038$\pm$0.0022\\[NEWLINE]&$\lambda=4\times10^{-1}$&93.01$\pm$0.17&92.91$\pm$0.48&92.65$\pm$0.36&0.0052$\pm$0.0038\\[NEWLINE]&$\lambda=2\times10^{-1}$&93.46$\pm$0.23&93.25$\pm$0.44&93.04$\pm$0.31&0.0112$\pm$0.0044\\[NEWLINE]&$\lambda=10^{-1}$&93.94$\pm$0.23&93.52$\pm$0.41&93.33$\pm$0.39&0.0284$\pm$0.0138\\[NEWLINE]&$\lambda=10^{-2}$&94.22$\pm$0.20&93.53$\pm$0.38&93.38$\pm$0.33&0.0737$\pm$0.0255\\[NEWLINE]&$\lambda=10^{-3}$&94.25$\pm$0.15&93.54$\pm$0.40&93.36$\pm$0.32&0.3733$\pm$0.0785\\[NEWLINE]&$\lambda=10^{-4}$&94.19$\pm$0.26&93.52$\pm$0.42&93.34$\pm$0.30&1.5088$\pm$0.2752\\[NEWLINE]\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{-1}$}&93.94$\pm$0.23&93.51$\pm$0.41&93.33$\pm$0.40&0.0305$\pm$0.0166\\\hline\hline[NEWLINE]\end{tabular}
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Normed ED: 0.90099589923843
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|
|
|
1 |
+
Prediction: \begin{tabular}{cccccc}[NEWLINE] \toprule[NEWLINE] Network&\#Users&\#Edges&\#Posts&\#Anchors&\#ShareedEdges\\[NEWLINE] Doublen&9734&260467&10941957&2\!\midrule[NEWLINE] \multirow{1-4}{Weibo}&9514&196978&379357&\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{end{tabular}[c]{c]{c]{Theta}\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{@{\bfDouban}&9734&260467&10941957&2\!\midrule[NEWLINE] \multirow{1-4}{Weibo}&9514&196978&379357&\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Translation}[c]{\bfOtherisaすることは[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa前景}}\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Network}[c]{\bfOtherisaすることは[NEWLINE] \end{tabular}[c]{Network}[c]{\bfDouban}&9734&260467&10941957&2\!\midrule[NEWLINE] \multirow{1-4}{Weibo}&9514&196978&379357&\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa \end{tabular}[c]{\bfOtherisa[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa[NEWLINE] \end{tabular}[c]{$\intremoving}[c]{$\theta}end{tabular}[c]{$\bfOtherisa[NEWLINE] \end{tabular}[c]{$\intRuleft(r}{\bfOtheration}}}\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Duban}&9734&260467&10941957&2\!\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Dubeye}[c]{\bfOtheration}&97.3&97.33\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{8}{\bfOtheration}&97.\\[NEWLINE] \end{tabular}[c]{8}{\bfOtheration}&97.\\[NEWLINE] \end{tabular}[c]{8}{\bfOtheringour}&97.\\[NEWLINE] \end{tabular}[c]{8}{\bfOtheration}&97.8&97.35\
|
2 |
+
Answer: \begin{tabular}{cccccc}[NEWLINE]\toprule[NEWLINE]Network&\#Users&\#Edges&\#Posts&\#Anchors&\#SharedEdges\\[NEWLINE]\midrule[NEWLINE]Douban&9734&260467&10941957&\multirow{2}[4]{*}{9514}&\multirow{2}[4]{*}{55207}\\[NEWLINE]\cmidrule{1-4}Weibo&9514&196978&3799357&&\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular}
|
3 |
+
Normed ED: 0.8122555410691004
|
4 |
+
Prediction: \begin{tabular}{|p{8cm}|}[NEWLINE] \hline[NEWLINE] \bfseries&\bfseriesPA\\[NEWLINE] \hline[NEWLINE] HybridGreedyAlgorithm&GA\\[NEWLINE] \hline[NEWLINE] SimplexVRPAIgorithm&IH\\[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingteasurefootnotesize}[NEWLINE] \bfseries2years&Hys\\[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguinglearningfootnotesize}[NEWLINE] \hline[NEWLINE] SimplexVRPalgorithm&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE][NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingthatsimultaneous}[NEWLINE] \hline[NEWLINE][NEWLINE] \end{tabular}[c]{neguingmeans}[NEWLINE] \hline[NEWLINE][NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE][NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \end{tabular}[c]{Simplesarey}[NEWLINE] \end{tabular}[c]{SimplesareyAgainsthetically}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{Simplesare\end{tabular}[c]{Simplesare\end{tabular}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{Simplesave}[NEWLINE] \end{tabular}[c]{Simplesave}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{end{tabular}[c]{equire}[NEWLINE] \end{tabular}[c]{c]{resoursareNonext}[NEWLINE] \end{tabular}[c]{c]{equire}[NEWLINE] \end{tabular}[c]{equire}[NEWLINE] \end{tabular}[c]{Simplesavency}[NEWLINE] \end{tabular}[c]{c]{Simplesave}[NEWLINE] \end{tabular}[c]{repuingthat}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{e]{Simplexvertical}[NEWLINE] \hline[NEWLINE]
|
5 |
+
Answer: \begin{tabular}{|l|l|}[NEWLINE]\hline[NEWLINE]{\bfAlgorithmName}&{\bfAbbrevation}\\\hline[NEWLINE]BruteForceAlgorithm&BFA\\\hline[NEWLINE]GreedyAlgorithm&GA\\\hline[NEWLINE]IntlinprogHeuristic&IH\\\hline[NEWLINE]HybridGreedyAlgorithm&HGA\\\hline[NEWLINE]SimplexVRPAlgorithm&SVA\\\hline[NEWLINE]\end{tabular}
|
6 |
+
Normed ED: 0.8594091903719913
|
7 |
+
Prediction: \begin{tabular}{|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|}[NEWLINE] \hline[NEWLINE] Cases&Time&Fuel&Time&Fuel&Time&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE] \hline[NEWLINE] 3\_{\-1}}[NEWLINE] &3,53&14,12&0.00&-&0.00&16,55&1,00&16,55&0.00&16,55\\\hline[NEWLINE] 3\_{3}[NEWLINE] &3,36&17,18&0.00&17,18&0.00&17,18&1,00&17,18&0.00&17,18\\\hline[NEWLINE] 3\_{3}&3,31&15,84&0.00&22,78&0.00&22,78&1,00&15,84&0.00&15,84\\\hline[NEWLINE] 3\_{3}&3,46&13,28&0.00&-&0.00&27,06&1/01&13,28&0.00&13,28\\\hline[NEWLINE] 3\_{5}&3,44&16,11&0.00&-&0.00&16,11&1,00&16,11&0.00&16,11\\\hline[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \hline[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE]
|
8 |
+
Answer: \begin{tabular}{|l|l|l|l|l|l|l|l|l|l|l|}[NEWLINE]\hline[NEWLINE]{\bf}&\multicolumn{2}{l|}{{\bfBFA}}&\multicolumn{2}{l|}{{\bfGA}}&\multicolumn{2}{l|}{{\bfIH}}&\multicolumn{2}{l|}{{\bfHGA}}&\multicolumn{2}{l|}{{\bfSVA}}\\\hline[NEWLINE]Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE]3\_1&3,53&14,12&0,00&\multicolumn{1}{c|}{-}&0,00&16,55&1,00&16,55&0,00&16,55\\\hline[NEWLINE]3\_2&3,36&17,18&0,00&17,18&0,00&17,18&1,00&17,18&0,00&17,18\\\hline[NEWLINE]3\_3&3,31&15,84&0,00&22,78&0,00&22,78&1,00&15,84&0,00&15,84\\\hline[NEWLINE]3\_4&3,46&13,28&0,00&\multicolumn{1}{c|}{-}&0,00&27,06&1,01&13,28&0,00&13,28\\\hline[NEWLINE]3\_5&3,44&16,11&0,00&\multicolumn{1}{c|}{-}&0,00&16,11&1,00&16,11&0,00&16,11\\\hline[NEWLINE]\end{tabular}
|
9 |
+
Normed ED: 0.8322818086225027
|
10 |
+
Prediction: \begin{tabular}{|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|}[NEWLINE] \hline[NEWLINE] Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE] 5\_{\-1}&288,55&16,07&0.00&30,06&0.00&24,63&5,38&-&0.00&24,63\\\hline[NEWLINE] 5\_{2}&285,36&20,18&0.00&20,18&0.00&20,18&0.00&20,18\\\hline[NEWLINE] 5\_{3}&295,50&18,84&0.00&25,78&0.00&25,78&5,45&18,84&0.00&25,78\\\hline[NEWLINE] 5\_{5-4}&290,00&18,88&0.00&30,06&0.00&31,87&5,40&20,52&0.00&31,87\\\hline[NEWLINE] 5\_{5-5}&287,46&18,84&0.00&30,02&0.00&18,84&5,39&18,84&0.00&18,84\\\hline[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE]
|
11 |
+
Answer: \begin{tabular}{|l|l|l|l|l|l|l|l|l|l|l|}[NEWLINE]\hline[NEWLINE]{\bf}&\multicolumn{2}{l|}{{\bfBFA}}&\multicolumn{2}{l|}{{\bfGA}}&\multicolumn{2}{l|}{{\bfIH}}&\multicolumn{2}{l|}{{\bfHGA}}&\multicolumn{2}{l|}{{\bfSVA}}\\\hline[NEWLINE]Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE]5\_1&288,55&16,07&0,00&30,06&0,00&24,63&5,38&\multicolumn{1}{c|}{-}&0,00&24,63\\\hline[NEWLINE]5\_2&285,36&20,18&0,00&20,18&0,00&20,18&5,36&20,18&0,00&20,18\\\hline[NEWLINE]5\_3&295,50&18,84&0,00&25,78&0,00&25,78&5,45&18,84&0,00&25,78\\\hline[NEWLINE]5\_4&290,00&18,88&0,00&30,06&0,00&31,87&5,40&20,52&0,00&31,87\\\hline[NEWLINE]5\_5&287,46&18,84&0,00&30,02&0,00&18,84&5,39&18,84&0,00&18,84\\\hline[NEWLINE]\end{tabular}
|
12 |
+
Normed ED: 0.8339622641509434
|
13 |
+
Prediction: \begin{tabular}{l|c|cccc}[NEWLINE] \hline[NEWLINE] Model&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\[NEWLINE] \hline[NEWLINE] $XGBoost&0.135$\pm$0.103&\bfseries163$\pm$0.046&\bfseries163$\pm$0.013&-\\[NEWLINE] RF&1.500$\pm$0.019&\bfseries184$\pm$0.050&\bfseries182$\pm$0.043&-\\[NEWLINE] MLP&2.320$\pm$0.076&2.37$\pm$0.119&\bfseries2$\pm$0.057&-\\[NEWLINE] GLM&3.062$\pm$0.039&3.13/$\pm$0.094&3.103$\pm$0.065&-\\[NEWLINE] pvGAM&2.253$\pm$0.025&2.459$\pm$0.057&2.4050$\pm$0.046&-\\[NEWLINE] EBM&1.155$\pm$0.157&1.211$\pm$0.165&\bfseries1,799$\bfseries0.132&0.0007$\pm$0.0001\\[NEWLINE] \hline[NEWLINE] $G$&\\[NEWLINE] M&\\\[NEWLINE] I&\\[NEWLINE] N&\\[NEWLINE] \hline[NEWLINE] $6$^*$T$&$\lambda=10$^{0}$&$0.999$\pm$0.012$&$.053$\pm$0.023$&$.044$\pm$0.019$&$0.0003$\pm$0.0001$\\[NEWLINE] &$\lambda=10$^{-1}$&$0.970$\pm$0.011$&$\bf{061}}$\pm$0.029$&$\bf{058}}$\pm$0.027$&$0.0003$\pm$0.0001$\\[NEWLINE] &$\lambda=10$^{-2}$&$0.966$\pm$0.013$&$\bf{059}}$\bf{021}}$&$\bf{021}}$&$\bf{021}}$\\[NEWLINE] &$\lambda=10$^{-3}$&$0.959$\pm$0.016$&$\bf{069}}$\bf{0.020}}$&$\bf{0.058}}$\bf{0.018}}$\bf{0.0024\pm$0.0013$\\[NEWLINE] &$\lambda=10^{-4}$&$0.967$\pm$0.019$&$.079$\pm$0.025$&$\bf{021}}$\bf{0.031}}$\bf{0.037$\pm$0.0025$\\[NEWLINE] \hline[NEWLINE] \end{tabular}[NEWLINE] \hline[NEWLINE]
|
14 |
+
Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&0.135$\pm$0.103&1.630$\pm$0.046&1.634$\pm$0.013&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&1.500$\pm$0.019&1.840$\pm$0.060&1.822$\pm$0.043&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&2.320$\pm$0.076&2.372$\pm$0.119&2.615$\pm$0.057&-\\[NEWLINE]\multicolumn{2}{c|}{GLM}&3.062$\pm$0.039&3.123$\pm$0.094&3.103$\pm$0.065&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&2.253$\pm$0.025&2.459$\pm$0.057&2.450$\pm$0.046&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&1.155$\pm$0.157&1.211$\pm$0.165&1.799$\pm$0.132&0.0007$\pm$0.0001\\\hline[NEWLINE]\multirow{6}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&0.999$\pm$0.012&1.053$\pm$0.023&1.044$\pm$0.019&0.0003$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-1}$&0.970$\pm$0.011&1.061$\pm$0.029&1.058$\pm$0.027&0.0002$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-2}$&0.966$\pm$0.013&1.059$\pm$0.021&1.056$\pm$0.024&0.0006$\pm$0.0004\\[NEWLINE]&$\lambda=10^{-3}$&0.959$\pm$0.016&1.069$\pm$0.020&1.058$\pm$0.018&0.0024$\pm$0.0013\\[NEWLINE]&$\lambda=10^{-4}$&0.967$\pm$0.019&1.079$\pm$0.025&1.072$\pm$0.031&0.0037$\pm$0.0025\\\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{0}$}&1.008$\pm$0.010&1.054$\pm$0.019&1.045$\pm$0.022&0.0002$\pm$0.0001\\\hline\hline[NEWLINE]\end{tabular}
|
15 |
+
Normed ED: 0.4332344213649852
|
16 |
+
Prediction: \begin{tabular}{l|cccccc}[NEWLINE] \hline[NEWLINE] Model&TrainAUC&ValAUC&TestAUC&ClarityLoss\\[NEWLINE] \hline[NEWLINE] XGBoost&97.38$\pm$0.09&93.24$\pm$0.52&93.01$\pm$0.26&-\\[NEWLINE] RF&93.59$\pm$0.10&92.01$\pm$0.62&91.98$\pm$0.35&-\\[NEWLINE] MLP&93.15$\pm$0.65&93.12$\pm$0.90&92.29$\pm$0.41&-\\[NEWLINE] GLM&90.81$\pm$0.21&90.77$\pm$0.47&90.60$\pm$0.30&-\\[NEWLINE] pyCAM&91.90$\pm$0.17&91.68$\pm$0.39&91.53$\pm$0.36&-\\[NEWLINE] EBM&94.59$\pm$0.16&94.63$\pm$0.40&93.16$\pm$0.31&1.228$\pm$0.0755\\[NEWLINE] \hline[NEWLINE] A&\\[NEWLINE] M&\\[NEWLINE] I&\\[NEWLINE] N&\\[NEWLINE] 10$^*$T$&$\lambda=10^0$&92.15$\pm$0.42&92.08$\pm$0.46&91.85$\pm$0.42&0.0015$\pm$0.0016\\[NEWLINE] &$\lambda=8$\times10^{-1}$&92.38$\pm$0.43&92.30$\pm$0.42&92.09$\pm$0.40&0.0018$\pm$0.0022\\[NEWLINE] $\lambda=6$\times10^{-1}$&92.74$\pm$0.17&92.67$\pm$0.44&92.42$\pm$0.30&0.0038$\pm$0.0022\\[NEWLINE] $\lambda=4$\times10^{-1}$&93.01$\pm$0.17&92.91$\pm$0.48&92.65$\pm$0.36&0.0052$\pm$0.0038\\[NEWLINE] $\lambda=2$\times10^{-1}$&93.46$\pm$0.23&93.25$\pm$0.44&93.04$\pm$0.31&0.112$\pm$0.0044\\[NEWLINE] $\lambda=10^{-1}$&93.94$\pm$0.23&93.52$\pm$0.41&93.33$\pm$0.39&0.284$\pm$0.0138\\[NEWLINE] $\lambda=10^{-3}$&94.25$\pm$0.15&93.54$\pm$0.40&93.36$\pm$0.32&0.3733$\pm$0.0785\\[NEWLINE] $\lambda=10^{-4}
|
17 |
+
Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainAUC&ValAUC&TestAUC&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&97.38$\pm$0.09&93.24$\pm$0.52&93.01$\pm$0.26&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&93.59$\pm$0.10&92.01$\pm$0.62&91.98$\pm$0.35&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&93.15$\pm$0.65&93.12$\pm$0.90&92.29$\pm$0.41&-\\\multicolumn{2}{c|}{GLM}&90.81$\pm$0.21&90.77$\pm$0.47&90.60$\pm$0.30&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&91.90$\pm$0.17&91.68$\pm$0.39&91.53$\pm$0.36&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&94.59$\pm$0.16&94.63$\pm$0.40&93.16$\pm$0.31&1.0228$\pm$0.0755\\\hline[NEWLINE]\multirow{10}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&92.15$\pm$0.42&92.08$\pm$0.46&91.85$\pm$0.42&0.0015$\pm$0.0016\\[NEWLINE]&$\lambda=8\times10^{-1}$&92.38$\pm$0.43&92.30$\pm$0.42&92.09$\pm$0.40&0.0018$\pm$0.0022\\[NEWLINE]&$\lambda=6\times10^{-1}$&92.74$\pm$0.17&92.67$\pm$0.44&92.42$\pm$0.30&0.0038$\pm$0.0022\\[NEWLINE]&$\lambda=4\times10^{-1}$&93.01$\pm$0.17&92.91$\pm$0.48&92.65$\pm$0.36&0.0052$\pm$0.0038\\[NEWLINE]&$\lambda=2\times10^{-1}$&93.46$\pm$0.23&93.25$\pm$0.44&93.04$\pm$0.31&0.0112$\pm$0.0044\\[NEWLINE]&$\lambda=10^{-1}$&93.94$\pm$0.23&93.52$\pm$0.41&93.33$\pm$0.39&0.0284$\pm$0.0138\\[NEWLINE]&$\lambda=10^{-2}$&94.22$\pm$0.20&93.53$\pm$0.38&93.38$\pm$0.33&0.0737$\pm$0.0255\\[NEWLINE]&$\lambda=10^{-3}$&94.25$\pm$0.15&93.54$\pm$0.40&93.36$\pm$0.32&0.3733$\pm$0.0785\\[NEWLINE]&$\lambda=10^{-4}$&94.19$\pm$0.26&93.52$\pm$0.42&93.34$\pm$0.30&1.5088$\pm$0.2752\\[NEWLINE]\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{-1}$}&93.94$\pm$0.23&93.51$\pm$0.41&93.33$\pm$0.40&0.0305$\pm$0.0166\\\hline\hline[NEWLINE]\end{tabular}
|
18 |
+
Normed ED: 0.3339191564147627
|
19 |
+
Prediction: \begin{tabular}{lcccccc}[NEWLINE] \hline[NEWLINE] Model&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\[NEWLINE] \hline[NEWLINE] XGBoost&5.64$\pm$4.52&40.96$\pm$1.17&42.33$\pm$0.72&-\\[NEWLINE] RF&62.00$\pm$0.72&65.12$\pm$1.47&65.69$\pm$2.10&-\\[NEWLINE] MLP&35.54$\pm$1.37&37.09$\pm$1.52&43.35$\pm$1.32&-\\[NEWLINE] GLM&158.98$\pm$0.52&158.54$\pm$2.49&159.09$\pm$1.57&-\\[NEWLINE] pyCAM&99.52$\pm$0.60&100.16$\pm$1.16&10.22$\pm$1.12&-\\[NEWLINE] EBM&54.32$\pm$0.55&54.27$\pm$0.99&57.48$\pm$1.20&0.0026$\pm$0.0005\\[NEWLINE] \hline[NEWLINE] A&&&&&&&\\[NEWLINE] M&&&&&&&\\[NEWLINE] I&&&&&&\\[NEWLINE] N&&&&&&&&\\[NEWLINE] 10$^*$T$&$\lambda=10^0$&52.93$\pm$0.80&55.02$\pm$1.23&55.81$\pm$1.13&0.0005$\pm$0.001\\[NEWLINE] &$\lambda=8$\times10^{-1}$&52.12$\pm$0.93&54.45$\pm$1.23&54.99$\pm$.00&0.0005$\pm$0.001\\[NEWLINE] &$\lambda=6$\times10^{-1}$&51.26$\pm$0.80&53.63$\pm$1.10&54.27$\pm$.05&0.0006$\pm$\\[NEWLINE] &$\lambda=4$\times10^{-1}$&50.84$\pm$\pm$0.76&53.31$\pm$0.03&53.91$\pm$\pm$0.13&0.007$\pm$0.0002\\[NEWLINE] &$\lambda=2$\times10^{-1}$&50.21$\pm$0.96&52.98$\pm$1.32&53.47$\pm$1.19&0.007$\pm$0.001\\[NEWLINE] &$\lambda=10^{-1}$&50.26$\pm$1.33&53.38$\pm$\pm$1.55&53.68$\pm$0.03\\[NEWLINE] &$\lambda=10^{-3}$&50.22$\pm$0.95&53.08$\pm$1.53&53.71$\pm$0.07&0.0050$\pm$0.003\\[NEWLINE] &$\lambda=10^{-4}$
|
20 |
+
Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&5.64$\pm$4.52&40.96$\pm$1.17&42.33$\pm$0.72&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&62.00$\pm$0.72&65.12$\pm$1.47&65.69$\pm$2.10&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&35.54$\pm$1.31&37.09$\pm$1.52&43.35$\pm$1.32&-\\[NEWLINE]\multicolumn{2}{c|}{GLM}&158.98$\pm$0.52&158.54$\pm$2.49&159.09$\pm$1.57&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&99.52$\pm$0.60&100.16$\pm$1.61&100.22$\pm$1.12&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&54.32$\pm$0.55&54.27$\pm$0.99&57.48$\pm$1.20&0.0026$\pm$0.0005\\\hline[NEWLINE]\multirow{10}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&52.93$\pm$0.80&55.02$\pm$1.23&55.81$\pm$1.13&0.0005$\pm$0.0001\\[NEWLINE]&$\lambda=8\times10^{-1}$&52.12$\pm$0.93&54.45$\pm$1.23&54.99$\pm$1.00&0.0005$\pm$0.0001\\[NEWLINE]&$\lambda=6\times10^{-1}$&51.26$\pm$0.80&53.63$\pm$1.11&54.27$\pm$1.05&0.0006$\pm$0.0001\\[NEWLINE]&$\lambda=4\times10^{-1}$&50.84$\pm$1.07&53.31$\pm$1.03&53.91$\pm$1.31&0.0007$\pm$0.0002\\[NEWLINE]&$\lambda=2\times10^{-1}$&50.21$\pm$0.96&52.98$\pm$1.32&53.47$\pm$1.19&0.0007$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-1}$&50.26$\pm$1.33&53.38$\pm$1.85&53.68$\pm$1.83&0.0007$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-2}$&50.00$\pm$0.93&53.02$\pm$1.33&53.40$\pm$1.12&0.0014$\pm$0.0002\\[NEWLINE]&$\lambda=10^{-3}$&50.22$\pm$0.95&53.08$\pm$1.53&53.71$\pm$1.07&0.0050$\pm$0.0033\\[NEWLINE]&$\lambda=10^{-4}$&50.08$\pm$1.08&53.03$\pm$0.92&53.62$\pm$0.96&0.0137$\pm$0.0067\\\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{-1}$}&50.26$\pm$1.33&53.38$\pm$1.85&53.68$\pm$1.83&0.0007$\pm$0.0001\\\hline\hline[NEWLINE]\end{tabular}
|
21 |
+
Normed ED: 0.36814469078179696
|
22 |
+
Prediction: \begin{tabular}{ccccccc}[NEWLINE] \toprule[b][NEWLINE] \toprule[b][NEWLINE] \multirow{2}{*}{s}&\multicolumn{2}{c}{B.F.(J/$\mu^\text{DPS}}}\equilon{$\sigma$\sigma$\phi)}}&\multicolumn{2}{c}{$\mathrm{J}/\text{VA}^{\text{K}\left(\times10^{-3})$}&\multicolumn{2}{c}{$\mathrm{J}/\text{n}}\toprule[b][NEWLINE] \midrule[bpt][NEWLINE] $N$(940)&-&21.87&14.56\\[NEWLINE] $N$(1520)&7.96&4.36&4.87\\[NEWLINE] $N$(1535)&7.58&0.85&2.55\\[NEWLINE] $N$(1650)&9.06&0.99&1.42\\[NEWLINE] \bottomrule[b][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \bottomrule[b][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE]
|
23 |
+
Answer: \begin{tabular}{cccc}[NEWLINE]\toprule[1pt][NEWLINE]\midrule[1pt][NEWLINE]$N^{*}$s&$\rm{B.F.}_{(J/\psi\rightarrow\bar{p}p\pi^{0})}$($\times10^{-5}$)&$g^{J/\psi\pi}_{N^{*}}$($\times10^{-3}$)&$g^{J/\psi\eta}_{N^{*}}$($\times10^{-3}$)\\[NEWLINE]\midrule[1pt][NEWLINE]$N(940)$&-&21.87&14.56\\[NEWLINE]$N(1520)$&7.96&4.36&4.87\\[NEWLINE]$N(1535)$&7.58&0.85&2.55\\[NEWLINE]$N(1650)$&9.06&0.99&1.42\\[NEWLINE]\midrule[1pt][NEWLINE]\bottomrule[1pt][NEWLINE]\end{tabular}
|
24 |
+
Normed ED: 0.8299531981279251
|
25 |
+
Prediction: \begin{tabular}{crrc}[NEWLINE] \toprule[1.5pt][NEWLINE] \multicolumn{2}{c}{Reaction}&\multicolumn{2}{c}{Thiswork(pb)}&Ref.\cite{wei2018deep}(pb)&Ref.\cite{wei2018deep}(pb)&$E_{\star}$\\[NEWLINE] \midrule[\bf1.5pt][NEWLINE] $\psilon_{\text{DPS}(1386)\text{$\eta$)}&$\varphi$&$\parphi_{wei2018lear}{\textbf{job}}&$\SI{Ref.\cite{wan2012}}}(pb)&$\SI{E}_{\star}$\\[NEWLINE] \midrule[\bf1.5pt][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bfDPS/\text{k}\textbf{Reaction}}}&$\mp$&$\SI{Reduction}{\textbf{Chanically}\textbf{Relation}\textbf{Opto}}}\\[NEWLINE] \midrule[\bf1.5pt][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] %\cline{k-1}[NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] %\hline[NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf
|
26 |
+
Answer: \begin{tabular}{ccccccccc}[NEWLINE]\toprule[1.5pt][NEWLINE]\midrule[1pt][NEWLINE]Reaction&Thiswork(pb)&Ref.\cite{Lundborg:2005am}(pb)&Ref.\cite{Lin:2012ru}(pb)&$E_{cm}$\\[NEWLINE]\midrule[1pt][NEWLINE]$p\bar{p}\rightarrow\psi(3686)\eta$&23&$33\pm8$&9&5.38\\[NEWLINE]$p\bar{p}\rightarrowJ/\psi\eta$&56&$1520\pm140$&36&4.57\\[NEWLINE]\midrule[1pt][NEWLINE]\bottomrule[1.5pt][NEWLINE]\end{tabular}
|
27 |
+
Normed ED: 0.838371375694016
|
28 |
+
Prediction: \begin{tabular}{lcccccccc}[NEWLINE] \hline[NEWLINE] Source&RA&Dec&V$\mathrm{L}_{SR}$&Distance&$\mathrm{T}_{\mathrm{ex}_{\mathrm{ex}_{\textrm{ex}_{\textrm{12}$CO})&$\mathrm{log}$(N$(H$))\\[NEWLINE] Name&(J2000)&(J2000)&(Kms-1)&(kpc)&(K)&(cm$\mathrm{-2}$)\\[NEWLINE] \hline[NEWLINE] G002.97+4.2&17:3:6:6.4&-24: 11:31&19.7&4.88&9.5&21.20\\[NEWLINE] G012.34-09\textrm{T}&18:12:5:3.7&-18: 17:01&34.2&3.35&14.6&22.25\\[NEWLINE] G012.72+0.69\textrm{T}&18:10:46.9&-17:34:15&17.3&\BE{19}&21.8&22.19\\[NEWLINE] G012.77-0.19\textrm{T}&18:1:08.2&-17: 57:04&35.6&3.38&33.0&23.13\\[NEWLINE] G012.82-0.19\textrm{T}&18: 13:3&-17:54:53&34.9&3.33&38.5&23.61\\[NEWLINE] G012.87-0.20\textrm{T}&18:4:22.1&-17:52:02&35.5&3.36&25.5&23.01\\[NEWLINE] G012.88-0.24\textrm{T}&18:4:32.4&-17:52.48&35.8&3.38&22.3&23.24\\[NEWLINE] G012.96-0.23\textrm{T}&18:4:39.6&-17:48:36&35.2&3.33&17.0&23.07\\[NEWLINE] G013.79-0.23\textrm{T}&18:6:9.5&-17:04:39&38.0&3.39&17.9&22.63\\[NEWLINE] G013.79-0.15\textrm{T}&18: 16:2.0&-16:53:02&40.2&3.50&19.9&22.65\\[NEWLINE] \hline[NEWLINE] \end{tabular}&HD&HD&11\\[NEWLINE] \hline[NEWLINE] \end{tabular}&HD&HD&11\\[NEWLINE] \hline[NEWLINE] \end{tabular}&111&42.6&&36.7&31.8&22.6&11.8&31.8\\[NEWLINE] \hline[NEWLINE] \end{tabular}&111.72&36.6&36.7&12.8&31.12&31.12&31.6&31.12\\[NEWLINE] \hline[NEWLINE] \end{tabular}&111.7&23.6&{12.7}&{14.7
|
29 |
+
Answer: \begin{tabular}{ccccccc}[NEWLINE]\hline\noalign{\smallskip}[NEWLINE]Source&RA&Dec&V$_{LSR}$&Distance&T$_{ex}$($^{12}$CO)&log($N($H$_2))$\\[NEWLINE]Name&(J2000)&(J2000)&(kms$^{-1}$)&(kpc)&(K)&(cm$^{-2}$)\\[NEWLINE]\hline\noalign{\smallskip}[NEWLINE]%\endhead\noalign{\smallskip}[NEWLINE]%$^*$[NEWLINE]G002.97+4.22&17:36:36.4&-24:11:31&19.7&4.88&9.5&21.20\\[NEWLINE]G012.34-0.09$^\dagger$&18:12:53.7&-18:17:01&34.2&3.35&14.6&22.25\\[NEWLINE]G012.72+0.69$^\dagger$&18:10:46.9&-17:34:15&17.3&1.94&21.8&22.19\\[NEWLINE]G012.77-0.19$^\dagger$&18:14:08.2&-17:57:04&35.6&3.38&33.0&23.13\\[NEWLINE]G012.82-0.19$^\dagger$&18:14:13.3&-17:54:53&34.9&3.33&38.5&23.61\\[NEWLINE]G012.87-0.20$^\dagger$&18:14:22.1&-17:52:02&35.5&3.36&25.5&23.01\\[NEWLINE]G012.88-0.24$^\dagger$&18:14:32.4&-17:52:48&35.8&3.38&22.3&23.24\\[NEWLINE]G012.96-0.23$^\dagger$&18:14:39.6&-17:48:36&35.2&3.33&17.1&23.07\\[NEWLINE]G013.79-0.23$^\dagger$&18:16:19.5&-17:04:39&38.0&3.39&17.9&22.63\\[NEWLINE]G013.97-0.15$^\dagger$&18:16:22.0&-16:53:02&40.2&3.50&19.9&22.65\\[NEWLINE]\hline\noalign{\smallskip}[NEWLINE]\end{tabular}
|
30 |
+
Normed ED: 0.4444444444444444
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test/2003.07090_cohen_20200314_journal_table_0.png
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Git LFS Details
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test/2003.07092_main_table_0.png
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Git LFS Details
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test/2003.07101_paper_table_0.png
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Git LFS Details
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test/2003.07107_SWIPTMISOCIMMDCSK_table_0.png
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Git LFS Details
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test/2003.07111_uav_table_0.png
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Git LFS Details
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test/2003.07111_uav_table_1.png
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Git LFS Details
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test/2003.07116_f_0_spectra_and_psi_radiative_decay_to_f_0_-1205_table_0.png
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Git LFS Details
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test/2003.07116_f_0_spectra_and_psi_radiative_decay_to_f_0_-1205_table_1.png
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Git LFS Details
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test/2003.07118_IEEE-cross-spectrum_table_0.png
ADDED
Git LFS Details
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test/2003.07118_IEEE-cross-spectrum_table_1.png
ADDED
Git LFS Details
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test/metadata.jsonl
ADDED
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{"file_name":"2003.07090_cohen_20200314_journal_table_0.png","ground_truth":"\\begin{tabular}{lccccl}[NEWLINE]\\hline\\hline[NEWLINE]Frequency\u0026R\u0026$\\Phi$\u0026$\\Psi$\\\\[NEWLINE]GHz\u0026\u0026(degr)\u0026(degr)\\\\\\hline[NEWLINE]8.35\u00260.95\u002610\u002690\\\\[NEWLINE]10.45\u00261.05\u002610\u002690\\\\[NEWLINE]\\hline[NEWLINE]\\end{tabular}"}
|
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+
{"file_name":"2003.07092_main_table_0.png","ground_truth":"\\begin{tabular}{|l|c|c|c|c|c|}[NEWLINE]\\hline[NEWLINE]$b_{00}$\u0026$F_3$\u0026$t_{EH}(0)$\\\\[NEWLINE]\\hline[NEWLINE]\\hline[NEWLINE]$10^{-1}$\u0026-1\u00260.146174\\\\[NEWLINE]\\hline[NEWLINE]$10^{-1}$\u0026-5\u00260.586922\\\\[NEWLINE]\\hline[NEWLINE]$10^{-1}$\u0026-20\u00260.646240\\\\[NEWLINE]\\hline[NEWLINE]$10^{-1}$\u0026-50\u00260.646667\\\\[NEWLINE]\\hline[NEWLINE]$10^{-1}$\u0026-100\u00260.646667\\\\[NEWLINE]\\hline[NEWLINE]$10^{-1}$\u0026-200\u00260.646667\\\\[NEWLINE]\\hline[NEWLINE]$10^{-2}$\u0026-1\u00260.170522\\\\[NEWLINE]\\hline[NEWLINE]$10^{-2}$\u0026-5\u00260.609225\\\\[NEWLINE]\\hline[NEWLINE]$10^{-2}$\u0026-20\u00260.664501\\\\[NEWLINE]\\hline[NEWLINE]$10^{-2}$\u0026-50\u00260.664667\\\\[NEWLINE]\\hline[NEWLINE]$10^{-2}$\u0026-100\u00260.664667\\\\[NEWLINE]\\hline[NEWLINE]$10^{-2}$\u0026-200\u00260.664668\\\\[NEWLINE]\\hline[NEWLINE]\\end{tabular}"}
|
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+
{"file_name":"2003.07101_paper_table_0.png","ground_truth":"\\begin{tabular}{|c||c|c|c|}[NEWLINE]\\hline[NEWLINE]method\u0026Top-1\u0026Top-5\u0026\\#params\\\\\\hline\\hline[NEWLINE]chance\u00260.8\\%\u00263.9\\%\u0026-\\\\\\hline[NEWLINE]HED\u00260.4\\%\u00263.2\\%\u002614.7M\\\\\\hline[NEWLINE]MSE\u00261.3\\%\u00264.9\\%\u0026\\textbf{17.0M}\\\\\\hline\\hline[NEWLINE]PSim\u002637.9\\%\u002660.2\\%\u0026\\textbf{17.0M}\\\\\\hline[NEWLINE]PSim+flip\u002647.1\\%\u002669.2\\%\u0026\\textbf{17.0M}\\\\\\hline[NEWLINE]PSim+flip+AdaIN\u002661.4\\%\u002679.9\\%\u002618.2M\\\\\\hline[NEWLINE]PSim+flip+AdaIN+skip1\u002662.3\\%\u002680.7\\%\u002619.2M\\\\\\hline[NEWLINE]PSim+flip+AdaIN+skip\u0026\\textbf{66.6\\%}\u0026\\textbf{85.6\\%}\u002621.3M\\\\\\hline\\hline[NEWLINE]groundtruth\u002691\\%\u002698\\%\u0026-\\\\\\hline[NEWLINE]\\end{tabular}"}
|
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+
{"file_name":"2003.07107_SWIPTMISOCIMMDCSK_table_0.png","ground_truth":"\\begin{tabular}{|c|c|c|c|c|c|c|}[NEWLINE]\\hline[NEWLINE]\\multirow{2}{*}{Antennas}\u0026[NEWLINE]\\multicolumn{3}{c|}{Channelgains}\u0026\\multicolumn{3}{c|}{Pathdelay}\\\\[NEWLINE]\\cline{2-7}[NEWLINE]\u0026$\\E[\\alpha_{1}^2]$\u0026$\\E[\\alpha_{2}^2]$\u0026$\\E[\\alpha_{3}^2]$\u0026$\\tau_1$\u0026$\\tau_2$\u0026$\\tau_3$\\\\[NEWLINE]\\hline[NEWLINE]$1$\u00260.7\u00260.2\u00260.1\u00260\u00262\u00265\\\\[NEWLINE]\\hline[NEWLINE]$2$\u00260.6\u00260.25\u00260.15\u00260\u00263\u00266\\\\[NEWLINE]\\hline[NEWLINE]$3$\u00260.8\u00260.12\u00260.08\u00260\u00261\u00262\\\\[NEWLINE]\\hline[NEWLINE]$4$\u00260.28\u00260.42\u00260.3\u00260\u00262\u00264\\\\[NEWLINE]\\hline[NEWLINE]\\end{tabular}"}
|
5 |
+
{"file_name":"2003.07111_uav_table_0.png","ground_truth":"\\begin{tabular}{lll}[NEWLINE]\\hline[NEWLINE]Case\u0026Author\u0026Executiontime($\\mu$s)\\\\\\hline[NEWLINE]$fHf$\u0026Our\u002614\\\\[NEWLINE]\u0026Ding~\\etal{}~\\cite{ding-etal-2019-iccv}\u00261052\\\\[NEWLINE]$fEf$\u0026Kukelova~\\etal{}~\\cite{kukelova-etal-2017-cvpr}\u0026103\\\\\\hline[NEWLINE]$Hf$\u0026Our\u00265\\\\[NEWLINE]\u0026Ding~\\etal{}~\\cite{ding-etal-2019-iccv}\u0026124\\\\[NEWLINE]$Ef$\u0026Kukelova~\\etal{}~\\cite{kukelova-etal-2017-cvpr}\u002625\\\\\\hline[NEWLINE]$f_1Hf_2$\u0026Our\u00269\\\\[NEWLINE]\u0026Ding~\\etal{}.~\\cite{ding-etal-2019-iccv}\u002647\\\\[NEWLINE]$f_1Ef_2$\u0026Bougnoux~\\cite{bougnoux-iccv-1998}\u002627\\\\\\hline[NEWLINE]\\end{tabular}"}
|
6 |
+
{"file_name":"2003.07111_uav_table_1.png","ground_truth":"\\begin{tabular}{lll}[NEWLINE]\\hline[NEWLINE]Case\u0026Author\u0026Executiontime(ms)\\\\\\hline[NEWLINE]$fHf$\u0026Our\u00260.035\\\\[NEWLINE]\u0026Ding~\\etal{}~\\cite{ding-etal-2019-iccv}\u002619.32\\\\[NEWLINE]$fEf$\u0026Kukelova~\\etal{}~\\cite{kukelova-etal-2017-cvpr}\u00260.118\\\\\\hline[NEWLINE]%$Hf$\u0026Our\u00265\\\\[NEWLINE]%\u0026Ding~\\etal{}~\\cite{ding-etal-2019-iccv}\u0026124\\\\[NEWLINE]%$Ef$\u0026Kukelova~\\etal{}~\\cite{kukelova-etal-2017-cvpr}\u002625\\\\\\hline[NEWLINE]%$f_1Hf_2$\u0026Our\u00269\\\\[NEWLINE]%\u0026Ding~\\etal{}.~\\cite{ding-etal-2019-iccv}\u002647\\\\[NEWLINE]%\u0026Bougnoux~\\cite{bougnoux-iccv-1998}\u002627\\\\\\hline[NEWLINE]\\end{tabular}"}
|
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+
{"file_name":"2003.07116_f_0_spectra_and_psi_radiative_decay_to_f_0_-1205_table_0.png","ground_truth":"\\begin{tabular}{cccc}[NEWLINE]\\hline[NEWLINE]\\hline[NEWLINE]~~\u0026~~experimentalvalue~~\u0026~~schemeI~~\u0026~~schemeII~~\\\\[NEWLINE]\\hline[NEWLINE]$R^{f_0(1370)}_{\\pi\\pi/K\\barK}$\u0026$\u003e1$\u0026$3.98\\sim11.68$\u0026$1.22\\sim1.88$\\\\[NEWLINE]$R^{f_0(1370)}_{\\eta\\eta/\\pi\\pi}$\u0026\u0026$0.01\\sim0.05$\u0026$0.12\\sim0.21$\\\\[NEWLINE]$R^{f_0(1370)}_{K\\barK/\\eta\\eta}$\u0026\u0026$5.53\\sim7.44$\u0026$3.84\\sim4.31$\\\\[NEWLINE]%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%[NEWLINE]$R^{f_0(1500)}_{\\pi\\pi/K\\barK}$\u0026$4.1\\pm0.5$\u0026$1.81\\sim9520.07$\u0026$0.02\\sim0.47$\\\\[NEWLINE]$R^{f_0(1500)}_{\\eta\\eta/\\pi\\pi}$\u0026$0.173\\pm0.024$\u0026$8.65\\times10^{-5}\\sim0.14$\u0026$0.78\\sim17.32$\\\\[NEWLINE]$R^{f_0(1500)}_{K\\barK/\\eta\\eta}$\u0026$1.43\\pm0.24$\u0026$0.48\\sim10.72$\u0026$2.71\\sim3.31$\\\\[NEWLINE]%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%[NEWLINE]$R^{f_0(1710)}_{\\pi\\pi/K\\barK}$\u0026$0.23\\pm0.05$\u0026$0.30\\sim0.41$\u0026$0.71\\sim112.38$\\\\[NEWLINE]$R^{f_0(1710)}_{\\eta\\eta/\\pi\\pi}$\u0026$2.09\\pm0.80$\u0026$0.59\\sim0.82$\u0026$9.69\\times10^{-4}\\sim4.87$\\\\[NEWLINE]$R^{f_0(1710)}_{\\eta\\eta/K\\barK}$\u0026$0.48\\pm0.15$\u0026$0.24\\sim0.25$\u0026$6.86\\times10^{-4}\\sim114.20$\\\\[NEWLINE]\\hline[NEWLINE]\\hline[NEWLINE]\\end{tabular}"}
|
8 |
+
{"file_name":"2003.07116_f_0_spectra_and_psi_radiative_decay_to_f_0_-1205_table_1.png","ground_truth":"\\begin{tabular}{cccc}[NEWLINE]\\hline[NEWLINE]\\hline[NEWLINE]~~\u0026~~resultsfromRef.\\cite{Cheng:2015iaa}~~\u0026~~withoutglueballcomponent~~\u0026~~withglueballcomponent~~\\\\[NEWLINE]\\hline[NEWLINE]$\\frac{\\Gamma(f_0(1370)\\to\\gamma\\gamma)}{\\Gamma(f_0(1500)\\to\\gamma\\gamma)}$\u00269.3\u0026$27.2\\sim1.93\\times10^7$\u0026$19.0\\sim3208.3$\\\\[NEWLINE]$\\frac{\\Gamma(f_0(1710)\\to\\gamma\\gamma)}{\\Gamma(f_0(1500)\\to\\gamma\\gamma)}$\u00261.7\u0026$5.8\\sim4.13\\times10^6$\u0026$0.003\\sim33.0$\\\\[NEWLINE]$\\frac{\\Gamma(f_0(1710)\\to\\gamma\\gamma)}{\\Gamma(f_0(1370)\\to\\gamma\\gamma)}$\u00260.183\u0026$0.087\\sim0.261$\u0026$6.8\\times10^{-5}\\sim0.016$\\\\[NEWLINE]\\hline[NEWLINE]\\hline[NEWLINE]\\end{tabular}"}
|
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