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Poster
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Thu 13:30
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Attribute-Efficient PAC Learning of Low-Degree Polynomial Threshold Functions with Nasty Noise
Shiwei Zeng · Jie Shen
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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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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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Thu 13:30
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Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation
Peiyao Xiao · Kaiyi Ji
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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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Tue 17:00
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Compute-Efficient Deep Learning: Algorithmic Trends and Opportunities
Brian R. Bartoldson · Bhavya Kailkhura · Davis Blalock
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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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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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Thu 16:30
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Learning in POMDPs is Sample-Efficient with Hindsight Observability
Jonathan Lee · Alekh Agarwal · Christoph Dann · Tong Zhang
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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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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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