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18 Results
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Workshop
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Fri 1:00 |
Oral Presentation 1: Parameter-Efficient Quantized MoE Meets Vision-Language Instruction Tuning for Semiconductor Electron Micrograph Analysis |
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Poster
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Wed 2:30 |
Federated Full-Parameter Tuning of Billion-Sized Language Models with Communication Cost under 18 Kilobytes Zhen Qin · Daoyuan Chen · Bingchen Qian · Bolin Ding · Yaliang Li · Shuiguang Deng |
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Workshop
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MoRe Fine-Tuning with 10x Fewer Parameters Wenxuan Tan · Nicholas Roberts · Tzu-Heng Huang · Jitian Zhao · John Cooper · Samuel Guo · Chengyu Duan · Frederic Sala |
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Poster
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Wed 2:30 |
Random Masking Finds Winning Tickets for Parameter Efficient Fine-tuning Jing Xu · Jingzhao Zhang |
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Workshop
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MoRe Fine-Tuning with 10x Fewer Parameters Wenxuan Tan · Nicholas Roberts · Tzu-Heng Huang · Jitian Zhao · John Cooper · Samuel Guo · Chengyu Duan · Frederic Sala |
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Workshop
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Bayesian-LoRA: LoRA based Parameter Efficient Fine-Tuning using Optimal Quantization levels and Rank Values trough Differentiable Bayesian Gates Cristian Meo · Ksenia Sycheva · Anirudh Goyal · Justin Dauwels |
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Poster
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Tue 2:30 |
Parameter-Efficient Fine-Tuning with Controls Chi Zhang · Jingpu Cheng · Yanyu Xu · Qianxiao Li |
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Workshop
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Quantum-PEFT: Ultra parameter-efficient fine-tuning Toshiaki Koike-Akino · Francesco Tonin · Yongtao Wu · Leyla Candogan · Volkan Cevher |
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Workshop
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Combining Pre-trained LoRA Modules Improves Few-shot Adaptation of Foundation Models to New Tasks Nader Asadi · Mahdi Beitollahi · Yasser Khalil · Yinchuan Li · Guojun Zhang · Xi Chen |
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Poster
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Tue 2:30 |
RoSA: Accurate Parameter-Efficient Fine-Tuning via Robust Adaptation Mahdi Nikdan · Soroush Tabesh · Elvir Crnčević · Dan Alistarh |
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Workshop
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SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors Vijay Lingam · Atula Tejaswi · Aditya Vavre · Aneesh Shetty · Gautham Krishna Gudur · Joydeep Ghosh · Alexandros Dimakis · Eunsol Choi · Aleksandar Bojchevski · Sujay Sanghavi |
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Workshop
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SVFT: Parameter-Efficient Fine-Tuning with Singular Vectors Vijay Lingam · Atula Tejaswi · Aditya Vavre · Aneesh Shetty · Gautham Krishna Gudur · Joydeep Ghosh · Eunsol Choi · Alexandros Dimakis · Aleksandar Bojchevski · Sujay Sanghavi |