Last-iterate Convergence of Decentralized Optimistic Gradient Descent/Ascent in Infinite-horizon Competitive Markov Games

Chen-Yu Wei, Chung-wei Lee, Mengxiao Zhang, Haipeng Luo. Last-iterate Convergence of Decentralized Optimistic Gradient Descent/Ascent in Infinite-horizon Competitive Markov Games. In Mikhail Belkin, Samory Kpotufe, editors, Conference on Learning Theory, COLT 2021, 15-19 August 2021, Boulder, Colorado, USA. Volume 134 of Proceedings of Machine Learning Research, pages 4259-4299, PMLR, 2021. [doi]

@inproceedings{WeiLZL21-0,
  title = {Last-iterate Convergence of Decentralized Optimistic Gradient Descent/Ascent in Infinite-horizon Competitive Markov Games},
  author = {Chen-Yu Wei and Chung-wei Lee and Mengxiao Zhang and Haipeng Luo},
  year = {2021},
  url = {http://proceedings.mlr.press/v134/wei21a.html},
  researchr = {https://researchr.org/publication/WeiLZL21-0},
  cites = {0},
  citedby = {0},
  pages = {4259-4299},
  booktitle = {Conference on Learning Theory, COLT 2021, 15-19 August 2021, Boulder, Colorado, USA},
  editor = {Mikhail Belkin and Samory Kpotufe},
  volume = {134},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}