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Workshop
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RGP: Achieving Memory-Efficient Model Fine-tuning Via Randomized Gradient Projection
Ali Saheb Pasand · Pouya Bashivan
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Workshop
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Memory-Efficient Large Language Model (LLM) Training and Fine-Tuning via Gradient Subspace Tracking
Sahar Rajabi · Sirisha Rambhatla
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Workshop
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Grow to Compress? Efficient Training of Robust Networks on the Edge
Vignesh Sundaresha · Naresh Shanbhag
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Poster
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Wed 16:30
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4-bit Shampoo for Memory-Efficient Network Training
Sike Wang · Pan Zhou · Jia Li · Hua Huang
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Poster
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Efficient Sketches for Training Data Attribution and Studying the Loss Landscape
Andrea Schioppa
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Workshop
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FlashDP: Memory-Efficient and High-Throughput DP-SGD Training for Large Language Models
Liangyu Wang · Junxiao Wang · Jie Ren · Zihang Xiang · David Keyes · Di Wang
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Poster
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Fri 16:30
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S-STE: Continuous Pruning Function for Efficient 2:4 Sparse Pre-training
Yuezhou Hu · Jun Zhu · Jianfei Chen
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Workshop
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Tensor-GaLore: Memory-Efficient Training via Gradient Tensor Decomposition
Robert Joseph George · David Pitt · Jiawei Zhao · Jean Kossaifi · cheng Luo · Yuandong Tian · Animashree Anandkumar
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Workshop
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FastDraft: How to Train Your Draft
Ofir Zafrir · Igor Margulis · Dorin Shteyman · Guy Boudoukh
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Workshop
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Less is Enough: Adapting Pre-trained Vision Transformers for Audio-Visual Speaker Verification
Gnana Praveen Rajasekhar · MD JAHANGIR ALAM
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Workshop
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Sat 13:36
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Post-Training Statistical Calibration for Higher Activation Sparsity
Vui Seng Chua · Yujie Pan · Nilesh Jain · Vui Seng Chua
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Workshop
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Scaling laws for post-training quantized large language models
Zifei Xu · Alexander Lan · Wanzin Yazar · Tristan Webb · Sayeh Sharify · Xin Wang
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