Fan Chen

Affiliations:
  • Massachusetts Institute of Technology, MIT, Machine Learning Optimization, MA, USA
  • Peking University, Department of Mathematics, Beijing, China (2019-2023)


According to our database1, Fan Chen authored at least 5 papers between 2022 and 2023.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of four.

Timeline

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Bibliography

2023
Transformers as Statisticians: Provable In-Context Learning with In-Context Algorithm Selection.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Lower Bounds for Learning in Revealing POMDPs.
Proceedings of the International Conference on Machine Learning, 2023

Partially Observable RL with B-Stability: Unified Structural Condition and Sharp Sample-Efficient Algorithms.
Proceedings of the Eleventh International Conference on Learning Representations, 2023

2022
Unified Algorithms for RL with Decision-Estimation Coefficients: No-Regret, PAC, and Reward-Free Learning.
CoRR, 2022

Independent Natural Policy Gradient Methods for Potential Games: Finite-time Global Convergence with Entropy Regularization.
Proceedings of the 61st IEEE Conference on Decision and Control, 2022


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