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Workshop
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Optimization for Robustness Evaluation beyond ℓp Metrics
Hengyue Liang · Buyun Liang · Ying Cui · Tim Mitchell · Ju Sun
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Poster
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Wed 9:00
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Distributionally Robust Optimization via Ball Oracle Acceleration
Yair Carmon · Danielle Hausler
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Poster
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Tue 14:00
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Near-Optimal Sample Complexity Bounds for Constrained MDPs
Sharan Vaswani · Lin Yang · Csaba Szepesvari
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Poster
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Tue 9:00
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Distributed Optimization for Overparameterized Problems: Achieving Optimal Dimension Independent Communication Complexity
Bingqing Song · Ioannis Tsaknakis · Chung-Yiu Yau · Hoi-To Wai · Mingyi Hong
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Workshop
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NCVX: A General-Purpose Optimization Solver for Constrained Machine and Deep Learning
Buyun Liang · Tim Mitchell · Ju Sun
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Poster
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Thu 9:00
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Optimal and Adaptive Monteiro-Svaiter Acceleration
Yair Carmon · Danielle Hausler · Arun Jambulapati · Yujia Jin · Aaron Sidford
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Poster
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Tue 9:00
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Single Loop Gaussian Homotopy Method for Non-convex Optimization
Hidenori Iwakiri · Yuhang Wang · Shinji Ito · Akiko Takeda
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Poster
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Tue 14:00
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Minimax-Optimal Multi-Agent RL in Markov Games With a Generative Model
Gen Li · Yuejie Chi · Yuting Wei · Yuxin Chen
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Poster
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Thu 9:00
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Towards Optimal Communication Complexity in Distributed Non-Convex Optimization
Kumar Kshitij Patel · Lingxiao Wang · Blake Woodworth · Brian Bullins · Nati Srebro
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Poster
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Wed 9:00
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On-Demand Sampling: Learning Optimally from Multiple Distributions
Nika Haghtalab · Michael Jordan · Eric Zhao
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Poster
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Tue 9:00
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SAGDA: Achieving O(ϵ−2) Communication Complexity in Federated Min-Max Learning
Haibo Yang · Zhuqing Liu · Xin Zhang · Jia Liu
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Poster
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Tue 14:00
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Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization
Wei Jiang · Gang Li · Yibo Wang · Lijun Zhang · Tianbao Yang
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