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Oral
Wed Dec 09 06:00 AM -- 06:15 AM (PST) @ Orals & Spotlights: Optimization
Hogwild!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent
Benjamin Recht · Christopher Ré · Stephen Wright · Feng Niu
[ Video
[ Paper ]
Oral
Wed Dec 09 06:15 AM -- 06:30 AM (PST) @ Orals & Spotlights: Optimization
Entropic Optimal Transport between Unbalanced Gaussian Measures has a Closed Form
Hicham Janati · Boris Muzellec · Gabriel Peyré · Marco Cuturi
[ Paper ]
Oral
Wed Dec 09 06:30 AM -- 06:45 AM (PST) @ Orals & Spotlights: Optimization
Acceleration with a Ball Optimization Oracle
Yair Carmon · Arun Jambulapati · Qijia Jiang · Yujia Jin · Yin Tat Lee · Aaron Sidford · Kevin Tian
[ Paper ]
Oral
Wed Dec 09 06:45 AM -- 07:00 AM (PST) @ Orals & Spotlights: Optimization
Convex optimization based on global lower second-order models
Nikita Doikov · Yurii Nesterov
[ Paper ]
Spotlight
Wed Dec 09 07:00 AM -- 07:10 AM (PST) @ Orals & Spotlights: Optimization
Adam with Bandit Sampling for Deep Learning
Rui Liu · Tianyi Wu · Barzan Mozafari
[ Paper ]
Spotlight
Wed Dec 09 07:10 AM -- 07:20 AM (PST) @ Orals & Spotlights: Optimization
Explore Aggressively, Update Conservatively: Stochastic Extragradient Methods with Variable Stepsize Scaling
Yu-Guan Hsieh · Franck Iutzeler · Jérôme Malick · Panayotis Mertikopoulos
[ Paper ]
Spotlight
Wed Dec 09 07:20 AM -- 07:30 AM (PST) @ Orals & Spotlights: Optimization
IDEAL: Inexact DEcentralized Accelerated Augmented Lagrangian Method
Yossi Arjevani · Joan Bruna · Bugra Can · Mert Gurbuzbalaban · Stefanie Jegelka · Hongzhou Lin
[ Paper ]
Spotlight
Wed Dec 09 07:30 AM -- 07:40 AM (PST) @ Orals & Spotlights: Optimization
Revisiting Frank-Wolfe for Polytopes: Strict Complementarity and Sparsity
Dan Garber
[ Paper ]
Q&A
Wed Dec 09 07:40 AM -- 07:50 AM (PST)
Joint Q&A for Preceeding Spotlights
Spotlight
Wed Dec 09 07:50 AM -- 08:00 AM (PST) @ Orals & Spotlights: Optimization
Minibatch Stochastic Approximate Proximal Point Methods
Hilal Asi · Karan Chadha · Gary Cheng · John Duchi
[ Paper ]
Spotlight
Wed Dec 09 08:00 AM -- 08:10 AM (PST) @ Orals & Spotlights: Optimization
Finding Second-Order Stationary Points Efficiently in Smooth Nonconvex Linearly Constrained Optimization Problems
Songtao Lu · Meisam Razaviyayn · Bo Yang · Kejun Huang · Mingyi Hong
[ Paper ]
Spotlight
Wed Dec 09 08:10 AM -- 08:20 AM (PST) @ Orals & Spotlights: Optimization
Least Squares Regression with Markovian Data: Fundamental Limits and Algorithms
Dheeraj Nagaraj · Xian Wu · Guy Bresler · Prateek Jain · Praneeth Netrapalli
[ Paper ]
Spotlight
Wed Dec 09 08:20 AM -- 08:30 AM (PST) @ Orals & Spotlights: Optimization
Linearly Converging Error Compensated SGD
Eduard Gorbunov · Dmitry Kovalev · Dmitry Makarenko · Peter Richtarik
[ Paper ]
Spotlight
Wed Dec 09 08:30 AM -- 08:40 AM (PST) @ Orals & Spotlights: Optimization
Learning Augmented Energy Minimization via Speed Scaling
Etienne Bamas · Andreas Maggiori · Lars Rohwedder · Ola Svensson
[ Paper ]
Q&A
Wed Dec 09 08:40 AM -- 08:50 AM (PST)
Joint Q&A for Preceeding Spotlights
Break
Wed Dec 09 08:50 AM -- 09:00 AM (PST)
Break