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178 Results
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Poster
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Thu 11:00 |
CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning Yibo Yang · Xiaojie Li · Zhongzhu Zhou · Shuaiwen Song · Jianlong Wu · Liqiang Nie · Bernard Ghanem |
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Workshop
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Efficient Fine-Tuning of CNN-based Foundation Models for Segmentation in 3D Medical Images Mees Hudepohl · Suraj Pai · Heysem Kaya · Hugo Aerts |
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Workshop
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UnoLoRA: Single Low-Rank Adaptation for Efficient Multitask Fine-tuning Akash Kamalesh · Anirudh Lakhotia · Nischal S · Prerana Sanjay Kulkarni · Gowri Srinivasa |
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Poster
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Wed 11:00 |
Be Confident in What You Know: Bayesian Parameter Efficient Fine-Tuning of Vision Foundation Models Deep Pandey · Spandan Pyakurel · Qi Yu |
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Workshop
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MPLoRA: Orthogonal Multi-Path Low-Rank Adaptation for Parameter Efficient Fine-Tuning Junhan Shi · Fulin Wang · Qing Li · Yong Jiang |
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Workshop
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A Unified Convergence Theory for Large Language Model Efficient Fine-tuning Zhanhong Jiang · Nastaran Saadati · Aditya Balu · Minh Pham · Joshua R Waite · Nasla Saleem · Chinmay Hegde · Soumik Sarkar |
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Poster
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Fri 11:00 |
S2FT: Efficient, Scalable and Generalizable LLM Fine-tuning by Structured Sparsity Xinyu Yang · Jixuan Leng · Geyang Guo · Jiawei Zhao · Ryumei Nakada · Linjun Zhang · Huaxiu Yao · Beidi Chen |
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Poster
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Fri 16:30 |
QuanTA: Efficient High-Rank Fine-Tuning of LLMs with Quantum-Informed Tensor Adaptation Zhuo Chen · Rumen Dangovski · Charlotte Loh · Owen Dugan · Di Luo · Marin Soljacic |
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Workshop
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Fine-tuning Foundation Models for Molecular Dynamics: A Data-Efficient Approach with Random Features Pietro Novelli · Luigi Bonati · Pedro J. Buigues · Giacomo Meanti · Lorenzo Rosasco · Michele Parrinello · Massimiliano Pontil |
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Workshop
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KD-LoRA: A Hybrid Approach to Efficient Fine-Tuning with LoRA and Knowledge Distillation Rambod Azimi · Rishav Rishav · Marek Teichmann · Samira Ebrahimi Kahou |
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Workshop
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Enhancing Fine-Tuning Efficiency of LLMs Through Gradient Subspace Tracking Sahar Rajabi · Sirisha Rambhatla |
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Workshop
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SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors Vijay Chandra Lingam · Atula Neerkaje · Aditya Vavre · Aneesh Shetty · Gautham Krishna Gudur · Joydeep Ghosh · Alex Dimakis · Eunsol Choi · Aleksandar Bojchevski · Sujay Sanghavi |