WDIBS: Wasserstein deterministic information bottleneck for state abstraction to balance state-compression and performance

Author:

Zhu Xianchao,Huang Tianyi,Zhang Ruiyuan,Zhu WilliamORCID

Funder

The National Nature Science Foundation of China

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence

Reference51 articles.

1. Goodfellow I, Bengio Y, Courville A (2016) Deep learning. MIT press, Cambridge

2. Zhou W, Li W Safety-aware apprenticeship learning, Springer, Cham

3. Lindenstrauss E, Tsukamoto M (2018) From rate distortion theory to metric mean dimension: variational principle. IEEE Trans Inf Theory 64(5):3590–3609

4. Abe D (2020) A theory of abstraction in reinforcement learning. Brown University

5. Lecarpentier E, Abel D, Asadi K, Jinnai Y, Rachelson E, Littman ML (2021) Lipschitz Lifelong Reinforcement Learning. In: Thirty-fifth AAAI conference on artificial intelligence, AAAI 2021, Virtual Event, February 2-9. AAAI Press, pp 8270–8278

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