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Workshop
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Sat 9:25
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HEAT: Hardware-Efficient Automatic Tensor Decomposition for Transformer Compression
Jiaqi Gu · Ben Keller · Jean Kossaifi · Anima Anandkumar · Brucek Khailany · David Pan
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Workshop
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HEAT: Hardware-Efficient Automatic Tensor Decomposition for Transformer Compression
Jiaqi Gu · Ben Keller · Jean Kossaifi · Anima Anandkumar · Brucek Khailany · David Pan
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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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Expo Talk Panel
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Mon 13:00
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Adapt and Optimize ML Models for Hardware-Aware AI
Di Wu
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Workshop
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Striving for data-model efficiency: Identifying data externalities on group performance
Esther Rolf · Ben Packer · Alex Beutel · Fernando Diaz
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Workshop
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Loop Unrolled Shallow Equilibrium Regularizer (LUSER) - A Memory-Efficient Inverse Problem Solver
Peimeng Guan · Jihui Jin · Justin Romberg · Mark Davenport
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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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Workshop
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Fri 12:15
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Towards Parameter-Efficient Automation of Data Wrangling Tasks with Prefix-Tuning
David Vos · Till Döhmen · Sebastian Schelter
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Workshop
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Towards Parameter-Efficient Automation of Data Wrangling Tasks with Prefix-Tuning
David Vos · Till Döhmen · Sebastian Schelter
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Poster
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Wed 9:00
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Conservative Dual Policy Optimization for Efficient Model-Based Reinforcement Learning
Shenao Zhang
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Poster
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Efficient Graph Similarity Computation with Alignment Regularization
Wei Zhuo · Guang Tan
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Workshop
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Fri 11:30
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Transformers are Sample-Efficient World Models
Vincent Micheli · Eloi Alonso · François Fleuret
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