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Replicability in Reinforcement Learning

Neural Information Processing Systems

We initiate the mathematical study of replicability as an algorithmic property in the context of reinforcement learning (RL). We focus on the fundamental setting of discounted tabular MDPs with access to a generative model .


Supplementary material 1 Dataset documentation

Neural Information Processing Systems

In this section, we follow the Datasheets for Datasets framework Gebru et al., 2020 to document the Who created the dataset (e.g., which team, research group) and on behalf of which Who funded the creation of the dataset? This work is funded by Digital Futures in the project EO-AI4GlobalChange. What do the instances that comprise the dataset represent (e.g., documents, photos, Each instance is one image consisting of 23 channels. How many instances are there in total (of each type, if appropriate)? There are 13 607 images in total.