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Poster
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Tue 14:00
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Online PAC-Bayes Learning
Maxime Haddouche · Benjamin Guedj
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Poster
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Wed 9:00
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Lower Bounds and Nearly Optimal Algorithms in Distributed Learning with Communication Compression
Xinmeng Huang · Yiming Chen · Wotao Yin · Kun Yuan
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Poster
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Wed 9:00
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Early Stage Convergence and Global Convergence of Training Mildly Parameterized Neural Networks
Mingze Wang · Chao Ma
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Poster
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Thu 9:00
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Zeroth-Order Negative Curvature Finding: Escaping Saddle Points without Gradients
Hualin Zhang · Huan Xiong · Bin Gu
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Poster
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Thu 9:00
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A Boosting Approach to Reinforcement Learning
Nataly Brukhim · Elad Hazan · Karan Singh
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Poster
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Thu 14:00
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The Burer-Monteiro SDP method can fail even above the Barvinok-Pataki bound
Liam O'Carroll · Vaidehi Srinivas · Aravindan Vijayaraghavan
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Poster
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Wed 9:00
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Asynchronous SGD Beats Minibatch SGD Under Arbitrary Delays
Konstantin Mishchenko · Francis Bach · Mathieu Even · Blake Woodworth
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Poster
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Thu 14:00
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Using Partial Monotonicity in Submodular Maximization
Loay Mualem · Moran Feldman
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Workshop
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Connectedness of loss landscapes via the lens of Morse theory
Danil Akhtiamov · Matt Thomson
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Poster
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Wed 9:00
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Large-scale Optimization of Partial AUC in a Range of False Positive Rates
Yao Yao · Qihang Lin · Tianbao Yang
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Poster
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Tue 14:00
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On the Effective Number of Linear Regions in Shallow Univariate ReLU Networks: Convergence Guarantees and Implicit Bias
Itay Safran · Gal Vardi · Jason Lee
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Poster
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Wed 14:00
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Non-Convex Bilevel Games with Critical Point Selection Maps
Michael Arbel · Julien Mairal
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