Title
Sculpting Subspaces: Constrained Full Fine-Tuning in LLMs for Continual Learning Nikhil Shivakumar Nayak Krishnateja Killamsetty Ligong Han Abhishek Bhandwaldar Prateek Chanda ... Hao Wang Aldo Pareja Oleg Silkin Mustafa Eyceoz Akash Srivastava CLL 45 0 0 09 Apr 2025
Analytic Subspace Routing: How Recursive Least Squares Works in Continual Learning of Large Language Model Kai Tong Kang Pan Xiao Zhang Erli Meng Run He Yawen Cui Nuoyan Guo Huiping Zhuang KELM CLL 57 0 0 17 Mar 2025
Teaching LLMs How to Learn with Contextual Fine-Tuning Younwoo Choi Muhammad Adil Asif Ziwen Han John Willes Rahul G. Krishnan LRM 33 0 0 12 Mar 2025
MindBridge: Scalable and Cross-Model Knowledge Editing via Memory-Augmented Modality Shuaike Li Kai Zhang Q. Liu Enhong Chen KELM 73 1 0 04 Mar 2025
Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning Gangwei Jiang Caigao Jiang Zhaoyi Li Siqiao Xue Jun-ping Zhou Linqi Song Defu Lian Yin Wei CLL MU 56 0 0 16 Feb 2025
Bridging Interpretability and Robustness Using LIME-Guided Model Refinement Navid Nayyem Abdullah Rakin Longwei Wang AAML FAtt 60 0 0 25 Dec 2024
Collaboratively adding new knowledge to an LLM Rhui Dih Lee L. Wynter CLL MoMe 17 0 0 18 Oct 2024
Learning Attentional Mixture of LoRAs for Language Model Continual Learning Jialin Liu Jianhua Wu Jie Liu Yutai Duan KELM CLL MoMe 17 1 0 29 Sep 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 86 1 0 20 Sep 2024
MoFO: Momentum-Filtered Optimizer for Mitigating Forgetting in LLM Fine-Tuning Yupeng Chen Senmiao Wang Zhihang Lin Zhihang Lin Yushun Zhang Tian Ding Ruoyu Sun Ruoyu Sun CLL 72 1 0 30 Jul 2024
HFT: Half Fine-Tuning for Large Language Models Tingfeng Hui Zhenyu Zhang Shuohuan Wang Weiran Xu Yu Sun Hua-Hong Wu CLL 37 4 0 29 Apr 2024
CoIN: A Benchmark of Continual Instruction tuNing for Multimodel Large Language Model Cheng Chen Junchen Zhu Xu Luo Hengtao Shen Lianli Gao Jingkuan Song CLL 32 12 0 13 Mar 2024
Continual Learning for Large Language Models: A Survey Tongtong Wu Linhao Luo Yuan-Fang Li Shirui Pan Thuy-Trang Vu Gholamreza Haffari CLL LRM KELM 21 101 0 02 Feb 2024
Orthogonal Subspace Learning for Language Model Continual Learning Xiao Wang Tianze Chen Qiming Ge Han Xia Rong Bao Rui Zheng Qi Zhang Tao Gui Xuanjing Huang CLL 112 85 0 22 Oct 2023
Continual Diffusion: Continual Customization of Text-to-Image Diffusion with C-LoRA James Smith Yen-Chang Hsu Lingyu Zhang Ting Hua Z. Kira Yilin Shen Hongxia Jin DiffM 123 94 0 12 Apr 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 207 1,089 0 20 Sep 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 134 116 0 24 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation Shuai Lu Daya Guo Shuo Ren Junjie Huang Alexey Svyatkovskiy ... Nan Duan Neel Sundaresan Shao Kun Deng Shengyu Fu Shujie Liu ELM 196 853 0 09 Feb 2021
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018