Invariance in Policy Optimisation and Partial Identifiability in Reward Learning

Joar Max Viktor Skalse, Matthew Farrugia-Roberts, Stuart Russell 0001, Alessandro Abate, Adam Gleave. Invariance in Policy Optimisation and Partial Identifiability in Reward Learning. In Andreas Krause 0001, Emma Brunskill, KyungHyun Cho, Barbara Engelhardt, Sivan Sabato, Jonathan Scarlett, editors, International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA. Volume 202 of Proceedings of Machine Learning Research, pages 32033-32058, PMLR, 2023. [doi]

Abstract

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