Continual Instruction Tuning for Large Multimodal Models

27 November 2023

Ming Tang

Papers citing "Continual Instruction Tuning for Large Multimodal Models"

24 / 24 papers shown

Title
SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning Jinpeng Chen Runmin Cong Yuzhi Zhao Hongzheng Yang Guangneng Hu H. Ip Sam Kwong CLL KELM 63 0 0 05 May 2025
LLaVA-CMoE: Towards Continual Mixture of Experts for Large Vision-Language Models Hengyuan Zhao Ziqin Wang Qixin Sun Kaiyou Song Yilin Li Xiaolin Hu Qingpei Guo Si Liu KELM CLL MoE 65 0 0 27 Mar 2025
HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Language Model Haiyang Guo Fanhu Zeng Ziwei Xiang Fei Zhu Da-Han Wang Xu-Yao Zhang Cheng-Lin Liu 43 1 0 17 Mar 2025
SEEKR: Selective Attention-Guided Knowledge Retention for Continual Learning of Large Language Models Jinghan He Haiyun Guo Kuan Zhu Zihan Zhao Ming Tang J. T. Wang KELM 26 1 0 09 Nov 2024
Exploring Continual Fine-Tuning for Enhancing Language Ability in Large Language Model Divyanshu Aggarwal Sankarshan Damle Navin Goyal Satya Lokam Sunayana Sitaram CLL 18 0 0 21 Oct 2024
$Adapt-$\infty$: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection$ Adapt- $\infty$ : Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection A. Maharana Jaehong Yoon Tianlong Chen Mohit Bansal 27 0 0 14 Oct 2024
From Generalist to Specialist: Adapting Vision Language Models via Task-Specific Visual Instruction Tuning Yang Bai Yang Zhou Jun Zhou Rick Siow Mong Goh Daniel Ting Yong Liu VLM 44 0 0 09 Oct 2024
ModalPrompt:Dual-Modality Guided Prompt for Continual Learning of Large Multimodal Models Fanhu Zeng Fei Zhu Haiyang Guo Xu-Yao Zhang Cheng-Lin Liu VLM CLL 21 8 0 08 Oct 2024
Recent Advances of Multimodal Continual Learning: A Comprehensive Survey Dianzhi Yu Xinni Zhang Yankai Chen Aiwei Liu Yifei Zhang Philip S. Yu Irwin King VLM CLL 39 9 0 07 Oct 2024
CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning Yibo Yang Xiaojie Li Zhongzhu Zhou S. Song Jianlong Wu Liqiang Nie Bernard Ghanem 45 6 0 07 Jun 2024
Continual Learning of Large Language Models: A Comprehensive Survey Haizhou Shi Zihao Xu Hengyi Wang Weiyi Qin Wenyuan Wang Yibin Wang Zifeng Wang Sayna Ebrahimi Hao Wang CLL KELM LRM 37 62 0 25 Apr 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 33 6 0 16 Mar 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 35 12 0 13 Mar 2024
Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models Didi Zhu Zhongyi Sun Zexi Li Tao Shen Ke Yan Shouhong Ding Kun Kuang Chao Wu CLL KELM MoMe 50 22 0 19 Feb 2024
MM-LLMs: Recent Advances in MultiModal Large Language Models Duzhen Zhang Yahan Yu Jiahua Dong Chenxing Li Dan Su Chenhui Chu Dong Yu OffRL LRM 37 173 0 24 Jan 2024
Beyond Anti-Forgetting: Multimodal Continual Instruction Tuning with Positive Forward Transfer Junhao Zheng Qianli Ma Zhen Liu Binquan Wu Hu Feng CLL 26 14 0 17 Jan 2024
CITB: A Benchmark for Continual Instruction Tuning Zihan Zhang Meng Fang Ling-Hao Chen Mohammad-Reza Namazi-Rad ALM CLL 39 20 0 23 Oct 2023
Investigating the Catastrophic Forgetting in Multimodal Large Language Models Yuexiang Zhai Shengbang Tong Xiao Li Mu Cai Qing Qu Yong Jae Lee Y. Ma VLM MLLM CLL 72 75 0 19 Sep 2023
Multimodal Foundation Models: From Specialists to General-Purpose Assistants Chunyuan Li Zhe Gan Zhengyuan Yang Jianwei Yang Linjie Li Lijuan Wang Jianfeng Gao MLLM 110 221 0 18 Sep 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
Preventing Zero-Shot Transfer Degradation in Continual Learning of Vision-Language Models Zangwei Zheng Mingyu Ma Kai Wang Ziheng Qin Xiangyu Yue Yang You CLL VLM 94 67 0 12 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 247 4,186 0 30 Jan 2023
Task Formulation Matters When Learning Continually: A Case Study in Visual Question Answering Mavina Nikandrou Lu Yu Alessandro Suglia Ioannis Konstas Verena Rieser OOD 28 5 0 30 Sep 2022
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 134 116 0 24 May 2022