Update README.md

README.md

@@ -13,7 +13,9 @@ public time-series databases, from several diverse domains for pre-training and
 
 # Time Series PILE Description
 
-![](PILE_description.png)
+We compiled a large collection of publicly available datasets from diverse domains into the Time Series Pile. It has 13 unique domains of data, which includes 20.085 GB worth of 13M unique time series and 1.23 billion timestamps (including channels). The data has been collated from 4 task-specific, widely-used public repositories resulting in a large number of time series spanning diverse domains, and time series characteristics such as lengths, amplitudes, and temporal resolutions.
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+For more details about the Time Series PILE, check out our paper [here](https://arxiv.org/abs/2402.03885). 
 
 ## Citation