@InProceedings{daskalakis_et_al:LIPIcs.ITCS.2019.27, author = {Daskalakis, Constantinos and Panageas, Ioannis}, title = {{Last-Iterate Convergence: Zero-Sum Games and Constrained Min-Max Optimization}}, booktitle = {10th Innovations in Theoretical Computer Science Conference (ITCS 2019)}, pages = {27:1--27:18}, series = {Leibniz International Proceedings in Informatics (LIPIcs)}, ISBN = {978-3-95977-095-8}, ISSN = {1868-8969}, year = {2019}, volume = {124}, editor = {Blum, Avrim}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.ITCS.2019.27}, URN = {urn:nbn:de:0030-drops-101204}, doi = {10.4230/LIPIcs.ITCS.2019.27}, annote = {Keywords: No regret learning, Zero-sum games, Convergence, Dynamical Systems, KL divergence} }