ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language
Models

ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models

4 October 2023

Mohit Bansal

Papers citing "ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models"

16 / 16 papers shown

Title
Efficient Model Editing with Task-Localized Sparse Fine-tuning Leonardo Iurada Marco Ciccone Tatiana Tommasi KELM MoMe 56 2 0 03 Apr 2025
LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge in Multimodal Large Language Models Jian Liang Wenke Huang Guancheng Wan Qu Yang Mang Ye MoMe CLL AI4CE 60 1 0 21 Mar 2025
RSQ: Learning from Important Tokens Leads to Better Quantized LLMs Yi-Lin Sung Prateek Yadav Jialu Li Jaehong Yoon Joey Tianyi Zhou MQ 52 1 0 03 Mar 2025
Mutual Information Preserving Neural Network Pruning Charles Westphal Stephen Hailes Mirco Musolesi 57 1 0 31 Oct 2024
You Never Know: Quantization Induces Inconsistent Biases in Vision-Language Foundation Models Eric Slyman Anirudh Kanneganti Sanghyun Hong Stefan Lee VLM MQ 39 0 0 26 Oct 2024
Beware of Calibration Data for Pruning Large Language Models Yixin Ji Yang Xiang Juntao Li Qingrong Xia Ping Li Xinyu Duan Zhefeng Wang Min Zhang 42 2 0 23 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 Joey Tianyi Zhou 34 0 0 14 Oct 2024
SparseLLM: Towards Global Pruning for Pre-trained Language Models Guangji Bai Yijiang Li Chen Ling Kibaek Kim Liang Zhao 23 6 0 28 Feb 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 63 22 0 19 Feb 2024
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 31 5 0 23 Sep 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 208 900 0 27 Apr 2023
DepGraph: Towards Any Structural Pruning Gongfan Fang Xinyin Ma Mingli Song Michael Bi Mi Xinchao Wang GNN 91 257 0 30 Jan 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 278 4,244 0 30 Jan 2023
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 392 4,137 0 28 Jan 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 348 2,271 0 02 Sep 2021
Coded sparse matrix computation schemes that leverage partial stragglers A. Das A. Ramamoorthy 30 41 0 11 Dec 2020