Optimistic Exploration with Learned Features Provably Solves Markov Decision Processes with Neural Dynamics

Sirui Zheng, Lingxiao Wang, Shuang Qiu, Zuyue Fu, Zhuoran Yang +2 more
2/12/2026

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@article{zheng2026optimistic,
  title  = {Optimistic Exploration with Learned Features Provably Solves Markov Decision Processes with Neural Dynamics},
  author = {Sirui Zheng and Lingxiao Wang and Shuang Qiu and Zuyue Fu and Zhuoran Yang and Csaba Szepesvari and Zhaoran Wang},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:783a5e51e23ba9aa8ea30d96eb82764fc8c4f2fe},
  journal = {ICLR 2023 2023}
}

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