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64 Results
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Workshop
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Approximations may be all you need: Towards Pre-training LLMs with Low-Rank Decomposition and Optimizers Namrata Shivagunde · Mayank Kulkarni · Giannis Karamanolakis · Jack FitzGerald · Yannick Versley · Saleh Soltan · Volkan Cevher · Jianhua Lu · Anna Rumshisky |
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Poster
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Fri 16:30 |
FouRA: Fourier Low-Rank Adaptation Shubhankar Borse · Shreya Kadambi · Nilesh Pandey · Kartikeya Bhardwaj · Viswanath Ganapathy · Sweta Priyadarshi · Risheek Garrepalli · Rafael Esteves · Munawar Hayat · Fatih Porikli |
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Poster
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Thu 16:30 |
CoMERA: Computing- and Memory-Efficient Training via Rank-Adaptive Tensor Optimization Zi Yang · Ziyue Liu · Samridhi Choudhary · Xinfeng Xie · Cao Gao · Siegfried Kunzmann · Zheng Zhang |
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Workshop
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GaLore-mini: Low Rank Gradient Learning with Fewer Learning Rates WH Huang · Zhenyu Zhang · Yushun Zhang · Zhiquan Luo · Ruoyu Sun · Zhangyang "Atlas" Wang |
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Poster
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Wed 16:30 |
Metric Transforms and Low Rank Representations of Kernels for Fast Attention Timothy Chu · Josh Alman · Gary L. Miller · Shyam Narayanan · Mark Sellke · Zhao Song |
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Workshop
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Rethinking Fine-tuning Through Geometric Perspective Krishna Sri Ipsit Mantri · Moshe Eliasof · Carola-Bibiane Schönlieb · Bruno Ribeiro |
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Poster
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Wed 11:00 |
Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers Krzysztof M Choromanski · Arijit Sehanobish · Somnath Basu Roy Chowdhury · Han Lin · Kumar Avinava Dubey · Tamas Sarlos · Snigdha Chaturvedi |
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Poster
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Thu 16:30 |
Adapting to Unknown Low-Dimensional Structures in Score-Based Diffusion Models Gen Li · Yuling Yan |
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Poster
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Thu 11:00 |
Compressing Large Language Models using Low Rank and Low Precision Decomposition Rajarshi Saha · Naomi Sagan · Varun Srivastava · Andrea Goldsmith · Mert Pilanci |
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Workshop
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StructMoE : Structured Mixture of Experts Using Low Rank Experts Zain Sarwar · Ashwinee Panda · Benjamin Thérien · Stephen Rawls · Anirban Das · Kartik Balasubramaniam · Berkcan Kapusuzoglu · Shixiong Zhang · Sambit Sahu · MILIND NAPHADE · Supriyo Chakraborty |
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Workshop
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Slaying the HyDRA: Parameter-Efficient Hyper Networks with Low-Displacement Rank Adaptation Xiangyu Chen · Ye Wang · Matthew Brand · Perry Wang · Jing Liu · Toshiaki Koike-Akino |
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Poster
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Thu 11:00 |
SLTrain: a sparse plus low rank approach for parameter and memory efficient pretraining Andi Han · Jiaxiang Li · Wei Huang · Mingyi Hong · Akiko Takeda · Pratik Kumar Jawanpuria · Bamdev Mishra |