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A Survey of Temporal Credit Assignment in Deep Reinforcement Learning | HTML5

ar5iv.labs.arxiv.org · 45,969 words · saved by 1 readers

The Credit Assignment Problem (CAP) refers to the longstanding challenge of RL agents to associate actions with their long-term consequences. Solving the CAP is a crucial step towards the successful deployment of RL in…

A Survey of Temporal Credit Assignment in Deep Reinforcement Learning \name Eduardo Pignatelli \email e.pignatelli@ucl.ac.uk \addr University College London \AND \name Johan Ferret \email jferret@google.com \addr Google DeepMind \AND \name Matthieu Geist \email mfgeist@google.com \addr Google DeepMind \AND \name Thomas Mesnard \email mesnard@google.com \addr Google DeepMind \AND \name Hado van Hasselt \email hado@google.com \addr Google DeepMind \AND \name Laura Toni \email l.toni@ucl.ac.uk \addr University College London Abstract The Credit Assignment Problem (CAP) refers to the longstanding

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