Invariant causal prediction for block MDPs

Generalization across environments is critical to the successful application of reinforcement learning (RL) algorithms to real-world challenges. In this work we propose a method for learning state abstractions which generalize to novel observation distributions in the multi-environment RL setting. W...

Olles dieđut

Bibliográfalaš dieđut
Váldodahkkit: Zhang, A, Lyle, C, Sodhani, S, Filos, A, Kwiatkowska, M, Pineau, J, Gal, Y, Precup, D
Materiálatiipa: Conference item
Giella:English
Almmustuhtton: Proceedings of Machine Learning Research 2020