On the Convergence and Sample Complexity Analysis of Deep Q-Networks with ε-Greedy Exploration

Shuai Zhang 0015, Hongkang Li, Meng Wang 0003, Miao Liu, Pin-Yu Chen, Songtao Lu, Sijia Liu, Keerthiram Murugesan, Subhajit Chaudhury. On the Convergence and Sample Complexity Analysis of Deep Q-Networks with ε-Greedy Exploration. In Alice Oh, Tristan Naumann, Amir Globerson, Kate Saenko, Moritz Hardt, Sergey Levine, editors, Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023. 2023. [doi]

Abstract

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