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Workshop
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Look Beneath the Surface: Exploiting Fundamental Symmetry for Sample-Efficient Offline RL
PENG CHENG · Xianyuan Zhan · Zhihao Wu · Wenjia Zhang · Youfang Lin · Shou cheng Song · Han Wang
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Workshop
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Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning
Guozheng Ma · · Haoyu Wang · Lu Li · Zilin Wang · Zhen Wang · Li Shen · Xueqian Wang · Dacheng Tao
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Poster
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Tue 14:00
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Infusing Lattice Symmetry Priors in Attention Mechanisms for Sample-Efficient Abstract Geometric Reasoning
Mattia Atzeni · Mrinmaya Sachan · Andreas Loukas
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Oral
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Thu 18:24
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Patch-level Routing in Mixture-of-Experts is Provably Sample-efficient for Convolutional Neural Networks
Mohammed Nowaz Rabbani Chowdhury · Shuai Zhang · Meng Wang · Sijia Liu · Pin-Yu Chen
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Poster
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Tue 17:00
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Patch-level Routing in Mixture-of-Experts is Provably Sample-efficient for Convolutional Neural Networks
Mohammed Nowaz Rabbani Chowdhury · Shuai Zhang · Meng Wang · Sijia Liu · Pin-Yu Chen
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Poster
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Wed 14:00
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LESS-VFL: Communication-Efficient Feature Selection for Vertical Federated Learning
Timothy Castiglia · Yi Zhou · Shiqiang Wang · Swanand Kadhe · Nathalie Baracaldo · Stacy Patterson
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Poster
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Wed 14:00
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Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction
Minghao Guo · Veronika Thost · Samuel Song · Adithya Balachandran · Payel Das · Jie Chen · Wojciech Matusik
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Poster
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Tue 14:00
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SWARM Parallelism: Training Large Models Can Be Surprisingly Communication-Efficient
Max Ryabinin · Tim Dettmers · Michael Diskin · Alexander Borzunov
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Poster
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Thu 16:30
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Towards Sustainable Learning: Coresets for Data-efficient Deep Learning
Yu Yang · Hao Kang · Baharan Mirzasoleiman
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Poster
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Thu 13:30
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Simple Hardware-Efficient Long Convolutions for Sequence Modeling
Daniel Y Fu · Elliot L Epstein · Eric Nguyen · Armin Thomas · Michael Zhang · Tri Dao · Atri Rudra · Christopher Re
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Workshop
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Fri 19:20
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Chuan Guo: Towards (Truly) Private and Communication-efficient Federated Learning
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Workshop
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Fit Like You Sample: Sample-Efficient Generalized Score Matching from Fast Mixing Markov Chains
Yilong Qin · Andrej Risteski
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