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Workshop
Fri 1:40 FQDet: Fast-converging Query-based Detector
Cédric Picron · Punarjay Chakravarty · Tinne Tuytelaars
Poster
Wed 9:00 A Damped Newton Method Achieves Global $\mathcal O \left(\frac{1}{k^2}\right)$ and Local Quadratic Convergence Rate
Slavomír Hanzely · Dmitry Kamzolov · Dmitry Pasechnyuk · Alexander Gasnikov · Peter Richtarik · Martin Takac
Workshop
Fast Convergence of Random Reshuffling under Interpolation and the Polyak-Łojasiewicz Condition
Chen Fan · Christos Thrampoulidis · Mark Schmidt
Poster
Wed 9:00 Global Linear and Local Superlinear Convergence of IRLS for Non-Smooth Robust Regression
Liangzu Peng · Christian Kümmerle · Rene Vidal
Poster
Thu 9:00 Global Convergence of Direct Policy Search for State-Feedback $\mathcal{H}_\infty$ Robust Control: A Revisit of Nonsmooth Synthesis with Goldstein Subdifferential
Xingang Guo · Bin Hu
Workshop
Fast Convergence of Greedy 2-Coordinate Updates for Optimizing with an Equality Constraint
Amrutha Varshini Ramesh · Aaron Mishkin · Mark Schmidt
Poster
Thu 9:00 Globally Convergent Policy Search for Output Estimation
Jack Umenberger · Max Simchowitz · Juan Perdomo · Kaiqing Zhang · Russ Tedrake
Poster
Wed 14:00 The Role of Baselines in Policy Gradient Optimization
Jincheng Mei · Wesley Chung · Valentin Thomas · Bo Dai · Csaba Szepesvari · Dale Schuurmans
Poster
Tue 9:00 Global Convergence and Stability of Stochastic Gradient Descent
Vivak Patel · Shushu Zhang · Bowen Tian
Poster
Wed 9:00 Early Stage Convergence and Global Convergence of Training Mildly Parameterized Neural Networks
Mingze Wang · Chao Ma
Workshop
On the Global Convergence of the Regularized Generalized Gauss-Newton Algorithm
Vincent Roulet · Maryam Fazel · Siddhartha Srinivasa · Zaid Harchaoui
Poster
Tue 9:00 On the Global Convergence Rates of Decentralized Softmax Gradient Play in Markov Potential Games
Runyu Zhang · Jincheng Mei · Bo Dai · Dale Schuurmans · Na Li