Few-Shot Adversarial Low-Rank Fine-Tuning of Vision-Language Models

v1v2v3 (latest)

Few-Shot Adversarial Low-Rank Fine-Tuning of Vision-Language Models

21 May 2025

Sajjad Ghiasvand

Haniyeh Ehsani Oskouie

Mahnoosh Alizadeh

Ramtin Pedarsani

ArXiv (abs)PDF HTML

Papers citing "Few-Shot Adversarial Low-Rank Fine-Tuning of Vision-Language Models"

7 / 7 papers shown

Title
MI-to-Mid Distilled Compression (M2M-DC): An Hybrid-Information-Guided-Block Pruning with Progressive Inner Slicing Approach to Model Compression Lionel Levine Sajjad Ghiasvand Haniyeh Ehsani Oskouie Majid Sarrafzadeh MQ 96 0 0 10 Nov 2025
Provably Robust Adaptation for Language-Empowered Foundation Models Y. Lai Xiaoyu Xue Linghui Shen Yulun Wu Gaolei Li Song Guo Kai Zhou Bin Xiao AAML 44 0 0 09 Oct 2025
pFedMMA: Personalized Federated Fine-Tuning with Multi-Modal Adapter for Vision-Language Models Sajjad Ghiasvand Mahnoosh Alizadeh Ramtin Pedarsani VLM 116 0 0 07 Jul 2025
Multi-Modal Multi-Task Federated Foundation Models for Next-Generation Extended Reality Systems: Towards Privacy-Preserving Distributed Intelligence in AR/VR/MR Fardis Nadimi Payam Abdisarabshali Kasra Borazjani Jacob Chakareski Seyyedali Hosseinalipour 300 4 0 06 Jun 2025
Evolution-based Region Adversarial Prompt Learning for Robustness Enhancement in Vision-Language Models Xiaojun Jia Sensen Gao Simeng Qin Ke Ma Xianrui Li Yihao Huang Wei Dong Yang Liu Xiaochun Cao AAML VLM 327 3 0 17 Mar 2025
RandLoRA: Full-rank parameter-efficient fine-tuning of large modelsInternational Conference on Learning Representations (ICLR), 2025 Paul Albert Frederic Z. Zhang Hemanth Saratchandran Cristian Rodriguez-Opazo Anton van den Hengel Ehsan Abbasnejad 421 14 0 03 Feb 2025
CLIP-Adapter: Better Vision-Language Models with Feature AdaptersInternational Journal of Computer Vision (IJCV), 2021 Shiyang Feng Shijie Geng Renrui Zhang Teli Ma Rongyao Fang Zelong Li Jiaming Song Yu Qiao VLM CLIP 823 1,362 0 09 Oct 2021