CalvinBackup/Awesome-LVLM-Attack
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update 7.11.2025

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Daizong Liu
2025-07-11 11:17:53 +08:00
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@@ -28,7 +28,7 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
- [Data Poisoning](#Data-Poisoning)
- [Special Attacks For LVLM Applications](#Special-Attacks-For-LVLM-Applications)
<div align=center><img src="./img/four_attacks.png" width="80%" height="80%" /></div>
<div align=center><img src="./img/four_attacks.png" width="90%" height="90%" /></div>
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@@ -447,6 +447,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Siyuan Liang, Jiawei Liang, Tianyu Pang, Chao Du, Aishan Liu, Ee-Chien Chang, Xiaochun Cao
* National University of Singapore, Sun Yat-sen University, Beihang University
* [Arxiv2024] https://arxiv.org/abs/2406.18844
* **TrojVLM: Backdoor Attack Against Vision Language Models** | #
* Weimin Lyu, Lu Pang, Tengfei Ma, Haibin Ling, Chao Chen
* Stony Brook University
* [ECCV2024] https://link.springer.com/chapter/10.1007/978-3-031-73650-6_27
* **Membership Inference Attacks against Large Vision-Language Models** | [Github](https://github.com/LIONS-EPFL/VL-MIA)
* Zhan Li, Yongtao Wu, Yihang Chen, Francesco Tonin, Elias Abad Rocamora, Volkan Cevher
* University of California
@@ -455,6 +459,10 @@ Here, we've summarized existing LVLM Attack methods in our survey paper👍.
* Yuke Hu, Zheng Li, Zhihao Liu, Yang Zhang, Zhan Qin, Kui Ren, Chun Chen
* Zhejiang University, Shandong University, CISPA Helmholtz Center for Information Security
* [USENIX'25] https://arxiv.org/abs/2501.18624
* **Backdooring Vision-Language Models with Out-Of-Distribution Data** | #
* Weimin Lyu, Jiachen Yao, Saumya Gupta, Lu Pang, Tao Sun, Lingjie Yi, Lijie Hu, Haibin Ling, Chao Chen
* Stony Brook University, King Abdullah University of Science and Technology
* [ICLR2025] https://openreview.net/forum?id=tZozeR3VV7
* **Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models** | #
* Zhaoyi Liu, Huan Zhang
* University of Illinois Urbana-Champaign