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Poster
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Tue 9:00
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Active Surrogate Estimators: An Active Learning Approach to Label-Efficient Model Evaluation
Jannik Kossen · Sebastian Farquhar · Yarin Gal · Thomas Rainforth
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Poster
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Tue 14:00
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LST: Ladder Side-Tuning for Parameter and Memory Efficient Transfer Learning
Yi-Lin Sung · Jaemin Cho · Mohit Bansal
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Poster
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Wed 14:00
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FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness
Tri Dao · Dan Fu · Stefano Ermon · Atri Rudra · Christopher Ré
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Poster
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Thu 9:00
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Data-Efficient Structured Pruning via Submodular Optimization
Marwa El Halabi · Suraj Srinivas · Simon Lacoste-Julien
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Poster
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Thu 9:00
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Provably Feedback-Efficient Reinforcement Learning via Active Reward Learning
Dingwen Kong · Lin Yang
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Poster
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Wed 14:00
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Sample-Efficient Reinforcement Learning of Partially Observable Markov Games
Qinghua Liu · Csaba Szepesvari · Chi Jin
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Poster
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Tue 9:00
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AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning
Krishnateja Killamsetty · Guttu Sai Abhishek · Aakriti Lnu · Ganesh Ramakrishnan · Alexandre Evfimievski · Lucian Popa · Rishabh Iyer
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Poster
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Tue 9:00
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Provably sample-efficient RL with side information about latent dynamics
Yao Liu · Dipendra Misra · Miro Dudik · Robert Schapire
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Poster
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Tue 9:00
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Where2comm: Communication-Efficient Collaborative Perception via Spatial Confidence Maps
Yue Hu · Shaoheng Fang · Zixing Lei · Yiqi Zhong · Siheng Chen
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Poster
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LOG: Active Model Adaptation for Label-Efficient OOD Generalization
Jie-Jing Shao · Lan-Zhe Guo · Xiao-wen Yang · Yu-Feng Li
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Poster
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Tue 9:00
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Data-Efficient Pipeline for Offline Reinforcement Learning with Limited Data
Allen Nie · Yannis Flet-Berliac · Deon Jordan · William Steenbergen · Emma Brunskill
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Poster
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Thu 9:00
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A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks
Mingrui Liu · Zhenxun Zhuang · Yunwen Lei · Chunyang Liao
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