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29 Results

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Poster
Tue 14:00 A Projection-free Algorithm for Constrained Stochastic Multi-level Composition Optimization
Tesi Xiao · Krishnakumar Balasubramanian · Saeed Ghadimi
Workshop
A Better Way to Decay: Proximal Gradient Training Algorithms for Neural Nets
Liu Yang · Jifan Zhang · Joseph Shenouda · Dimitris Papailiopoulos · Kangwook Lee · Robert Nowak
Poster
Tue 14:00 Fast Stochastic Composite Minimization and an Accelerated Frank-Wolfe Algorithm under Parallelization
Benjamin Dubois-Taine · Francis Bach · Quentin Berthet · Adrien Taylor
Poster
Wed 9:00 Escaping from the Barren Plateau via Gaussian Initializations in Deep Variational Quantum Circuits
Kaining Zhang · Liu Liu · Min-Hsiu Hsieh · Dacheng Tao
Workshop
Improving the Efficiency of the PC Algorithm by Using Model-Based Conditional Independence Tests
Erica Cai · Andrew McGregor · David Jensen
Poster
Thu 9:00 Communication Acceleration of Local Gradient Methods via an Accelerated Primal-Dual Algorithm with an Inexact Prox
Abdurakhmon Sadiev · Dmitry Kovalev · Peter Richtarik
Poster
Wed 14:00 Proppo: a Message Passing Framework for Customizable and Composable Learning Algorithms
Paavo Parmas · Takuma Seno
Workshop
A Novel Stochastic Gradient Descent Algorithm for LearningPrincipal Subspaces
Charline Le Lan · Joshua Greaves · Jesse Farebrother · Mark Rowland · Fabian Pedregosa · Rishabh Agarwal · Marc Bellemare
Poster
Tue 9:00 Stability and Generalization for Markov Chain Stochastic Gradient Methods
Puyu Wang · Yunwen Lei · Yiming Ying · Ding-Xuan Zhou
Poster
Wed 9:00 Constrained Langevin Algorithms with L-mixing External Random Variables
Yuping Zheng · Andrew Lamperski
Poster
Wed 14:00 Faster and Scalable Algorithms for Densest Subgraph and Decomposition
Elfarouk Harb · Kent Quanrud · Chandra Chekuri
Poster
Thu 9:00 CCCP is Frank-Wolfe in disguise
Alp Yurtsever · Suvrit Sra