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Poster
Thu 16:30 Inexact Augmented Lagrangian Methods for Conic Optimization: Quadratic Growth and Linear Convergence
Feng-Yi Liao · Lijun Ding · Yang Zheng
Poster
Fri 16:30 Deep Learning for Computing Convergence Rates of Markov Chains
Yanlin Qu · Jose Blanchet · Peter W Glynn
Poster
Thu 16:30 ADOPT: Modified Adam Can Converge with Any β2β2 with the Optimal Rate
Shohei Taniguchi · Keno Harada · Gouki Minegishi · Yuta Oshima · Seong Cheol Jeong · Go Nagahara · Tomoshi Iiyama · Masahiro Suzuki · Yusuke Iwasawa · Yutaka Matsuo
Poster
Thu 11:00 Accelerating Nash Equilibrium Convergence in Monte Carlo Settings Through Counterfactual Value Based Fictitious Play
Qi Ju · Falin Hei · Ting Feng · Dengbing Yi · Zhemei Fang · YunFeng Luo
Poster
Thu 11:00 Discovering Preference Optimization Algorithms with and for Large Language Models
Chris Lu · Samuel Holt · Claudio Fanconi · Alex Chan · Jakob Foerster · Mihaela van der Schaar · Robert Lange
Poster
Fri 11:00 Fast Last-Iterate Convergence of Learning in Games Requires Forgetful Algorithms
Yang Cai · Gabriele Farina · Julien Grand-Clément · Christian Kroer · Chung-Wei Lee · Haipeng Luo · Weiqiang Zheng
Poster
Fri 11:00 Convergence of log(1/ϵ) for Gradient-Based Algorithms in Zero-Sum Games without the Condition Number: A Smoothed Analysis
Ioannis Anagnostides · Tuomas Sandholm
Poster
Fri 16:30 Non-asymptotic Global Convergence Analysis of BFGS with the Armijo-Wolfe Line Search
Qiujiang Jin · Ruichen Jiang · Aryan Mokhtari
Poster
Thu 11:00 Small steps no more: Global convergence of stochastic gradient bandits for arbitrary learning rates
Jincheng Mei · Bo Dai · Alekh Agarwal · Sharan Vaswani · Anant Raj · Csaba Szepesvari · Dale Schuurmans
Poster
Thu 16:30 Directional Smoothness and Gradient Methods: Convergence and Adaptivity
Aaron Mishkin · Ahmed Khaled · Yuanhao Wang · Aaron Defazio · Robert Gower
Poster
Fri 11:00 How does PDE order affect the convergence of PINNs?
Chang hoon Song · Yesom Park · Myungjoo Kang
Poster
Thu 11:00 Metrizing Weak Convergence with Maximum Mean Discrepancies
Carl-Johann Simon-Gabriel · Alessandro Barp · Bernhard Schölkopf · Lester Mackey