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49 Results
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Workshop
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Pruning-based Data Selection and Network Fusion for Efficient Deep Learning Humaira Kousar · Hasnain Irshad Bhatti · Jaekyun Moon |
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Poster
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S2HPruner: Soft-to-Hard Distillation Bridges the Discretization Gap in Pruning Weihao Lin · Shengji Tang · Chong Yu · Peng Ye · Tao Chen |
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Poster
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LP-3DGS: Learning to Prune 3D Gaussian Splatting Zhaoliang Zhang · Tianchen Song · Yongjae Lee · Li Yang · Cheng Peng · Rama Chellappa · Deliang Fan |
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Poster
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Wed 16:30 |
SlimGPT: Layer-wise Structured Pruning for Large Language Models Gui Ling · Ziyang Wang · YuliangYan · Qingwen Liu |
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Poster
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Thu 11:00 |
How Sparse Can We Prune A Deep Network: A Fundamental Limit Perspective Qiaozhe Zhang · Ruijie Zhang · Jun Sun · Yingzhuang Liu |
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Poster
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Fri 11:00 |
BMRS: Bayesian Model Reduction for Structured Pruning Dustin Wright · Christian Igel · Raghavendra Selvan |
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Poster
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Fri 11:00 |
AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models Haiquan Lu · Yefan Zhou · Shiwei Liu · Zhangyang "Atlas" Wang · Michael Mahoney · Yaoqing Yang |
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Poster
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Fri 11:00 |
SparseLLM: Towards Global Pruning of Pre-trained Language Models Guangji Bai · Yijiang Li · Chen LING · Kibaek Kim · Liang Zhao |
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Poster
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Fri 11:00 |
Finding Transformer Circuits With Edge Pruning Adithya Bhaskar · Alexander Wettig · Dan Friedman · Danqi Chen |
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Poster
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Fri 11:00 |
DEPrune: Depth-wise Separable Convolution Pruning for Maximizing GPU Parallelism Cheonjun Park · Mincheol Park · Hyunchan Moon · Myung Kuk Yoon · Seokjin Go · Suhyun Kim · Won Woo Ro |
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Poster
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Fri 16:30 |
S-STE: Continuous Pruning Function for Efficient 2:4 Sparse Pre-training Yuezhou Hu · Jun Zhu · Jianfei Chen |
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Affinity Event
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A Closer Look at Sparse Training in Deep Reinforcement Learning Muhammad Athar Ganaie · Vincent Michalski · Samira Ebrahimi Kahou · Yani Ioannou |