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Spotlight
Thu Jul 21 12:30 PM -- 12:35 PM (PDT) @ Hall G
GLaM: Efficient Scaling of Language Models with Mixture-of-Experts
In Applications/Optimization
Nan Du · Yanping Huang · Andrew Dai · Simon Tong · Dmitry Lepikhin · Yuanzhong Xu · Maxim Krikun · Yanqi Zhou · Adams Wei Yu · Orhan Firat · Barret Zoph · William Fedus · Maarten Bosma · Zongwei Zhou · Tao Wang · Emma Wang · Kellie Webster · Marie Pellat · Kevin Robinson · Kathleen Meier-Hellstern · Toju Duke · Lucas Dixon · Kun Zhang · Quoc Le · Yonghui Wu · Zhifeng Chen · Claire Cui
Spotlight
Thu Jul 21 12:35 PM -- 12:40 PM (PDT) @ Hall G
Deploying Convolutional Networks on Untrusted Platforms Using 2D Holographic Reduced Representations
In Applications/Optimization
Mohammad Mahmudul Alam · Edward Raff · Tim Oates · James Holt
Spotlight
Thu Jul 21 12:40 PM -- 12:45 PM (PDT) @ Hall G
Object Permanence Emerges in a Random Walk along Memory
In Applications/Optimization
Pavel Tokmakov · Allan Jabri · Jie Li · Adrien Gaidon
Spotlight
Thu Jul 21 12:45 PM -- 12:50 PM (PDT) @ Hall G
Flow-Guided Sparse Transformer for Video Deblurring
In Applications/Optimization
Jing Lin · Yuanhao Cai · Xiaowan Hu · Haoqian Wang · Youliang Yan · Xueyi Zou · Henghui Ding · Yulun Zhang · Radu Timofte · Luc Van Gool
Spotlight
Thu Jul 21 12:50 PM -- 12:55 PM (PDT) @ Hall G
N-Penetrate: Active Learning of Neural Collision Handler for Complex 3D Mesh Deformations
In Applications/Optimization
Qingyang Tan · Zherong Pan · Breannan Smith · Takaaki Shiratori · Dinesh Manocha
Spotlight
Thu Jul 21 12:55 PM -- 01:00 PM (PDT) @ Hall G
Staged Training for Transformer Language Models
In Applications/Optimization
Sheng Shen · Pete Walsh · Kurt Keutzer · Jesse Dodge · Matthew Peters · Iz Beltagy
Oral
Thu Jul 21 01:00 PM -- 01:20 PM (PDT) @ Hall G
Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning
In Applications/Optimization
Martin Genzel · Ingo Gühring · Jan Macdonald · Maximilian März
Spotlight
Thu Jul 21 01:20 PM -- 01:25 PM (PDT) @ Hall G
Self-supervised learning with random-projection quantizer for speech recognition
In Applications/Optimization
Chung-Cheng Chiu · James Qin · Yu Zhang · Jiahui Yu · Yonghui Wu
Spotlight
Thu Jul 21 01:25 PM -- 01:30 PM (PDT) @ Hall G
Learning Multiscale Transformer Models for Sequence Generation
In Applications/Optimization
Bei Li · Tong Zheng · yi jing · Chengbo Jiao · Tong Xiao · Jingbo Zhu
Spotlight
Thu Jul 21 01:30 PM -- 01:35 PM (PDT) @ Hall G
NP-Match: When Neural Processes meet Semi-Supervised Learning
In Applications/Optimization
Jianfeng Wang · Thomas Lukasiewicz · Daniela Massiceti · Xiaolin Hu · Vladimir Pavlovic · Alexandros Neophytou
Spotlight
Thu Jul 21 01:35 PM -- 01:40 PM (PDT) @ Hall G
Proximal and Federated Random Reshuffling
In Applications/Optimization
Konstantin Mishchenko · Ahmed Khaled · Peter Richtarik
Spotlight
Thu Jul 21 01:40 PM -- 01:45 PM (PDT) @ Hall G
Federated Learning with Partial Model Personalization
In Applications/Optimization
Krishna Pillutla · Kshitiz Malik · Abdel-rahman Mohamed · Michael Rabbat · Maziar Sanjabi · Lin Xiao
Spotlight
Thu Jul 21 01:45 PM -- 01:50 PM (PDT) @ Hall G
A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization Algorithms
In Applications/Optimization
xinwei zhang · Mingyi Hong · Sairaj Dhople · Nicola Elia
Spotlight
Thu Jul 21 01:50 PM -- 01:55 PM (PDT) @ Hall G
Tackling Data Heterogeneity: A New Unified Framework for Decentralized SGD with Sample-induced Topology
In Applications/Optimization
Yan Huang · Ying Sun · Zehan Zhu · Changzhi Yan · Jinming Xu
Spotlight
Thu Jul 21 01:55 PM -- 02:00 PM (PDT) @ Hall G
Iterative Double Sketching for Faster Least-Squares Optimization
In Applications/Optimization
Rui Wang · Yanyan Ouyang · Wangli Xu