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LoRA vs Full Fine-tuning: An Illusion of Equivalence

Reece Shuttleworth, Jacob Andreas, Antonio Torralba 0001, Pratyusha Sharma. LoRA vs Full Fine-tuning: An Illusion of Equivalence. In Danielle Belgrave, Cheng Zhang 0005, Laura N. Montoya, Hsuan-Tien Lin, Razvan Pascanu, Piotr Koniusz, Marzyeh Ghassemi, Nancy Chen, Iván Vladimir Meza Ruíz, Arturo Loaiza-Bonilla, editors, Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, NeurIPS 2025, San Diago, CA, USA, December 2-7, 2025 / Mexico City, Mexico, November 30 - December 5, 2025. 2025. [doi]

Authors

Reece Shuttleworth

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Jacob Andreas

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Antonio Torralba 0001

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Pratyusha Sharma

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