2025 Poster "safety alignment" Papers

15 papers found

A Common Pitfall of Margin-based Language Model Alignment: Gradient Entanglement

Hui Yuan, Yifan Zeng, Yue Wu et al.

ICLR 2025posterarXiv:2410.13828
5
citations

Attack via Overfitting: 10-shot Benign Fine-tuning to Jailbreak LLMs

Zhixin Xie, Xurui Song, Jun Luo

NeurIPS 2025posterarXiv:2510.02833

CoP: Agentic Red-teaming for Large Language Models using Composition of Principles

Chen Xiong, Pin-Yu Chen, Tsung-Yi Ho

NeurIPS 2025posterarXiv:2506.00781
3
citations

Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models

Rui Ye, Jingyi Chai, Xiangrui Liu et al.

ICLR 2025posterarXiv:2406.10630
18
citations

Enhancing Safety in Reinforcement Learning with Human Feedback via Rectified Policy Optimization

Xiyue Peng, Hengquan Guo, Jiawei Zhang et al.

NeurIPS 2025posterarXiv:2410.19933
5
citations

Exploring Visual Vulnerabilities via Multi-Loss Adversarial Search for Jailbreaking Vision-Language Models

Shuyang Hao, Bryan Hooi, Jun Liu et al.

CVPR 2025posterarXiv:2411.18000
5
citations

Failures to Find Transferable Image Jailbreaks Between Vision-Language Models

Rylan Schaeffer, Dan Valentine, Luke Bailey et al.

ICLR 2025posterarXiv:2407.15211
22
citations

Improved Techniques for Optimization-Based Jailbreaking on Large Language Models

Xiaojun Jia, Tianyu Pang, Chao Du et al.

ICLR 2025posterarXiv:2405.21018
74
citations

Jailbreak-AudioBench: In-Depth Evaluation and Analysis of Jailbreak Threats for Large Audio Language Models

Hao Cheng, Erjia Xiao, Jing Shao et al.

NeurIPS 2025posterarXiv:2501.13772
4
citations

Lifelong Safety Alignment for Language Models

Haoyu Wang, Yifei Zhao, Zeyu Qin et al.

NeurIPS 2025posterarXiv:2505.20259
6
citations

Probe before You Talk: Towards Black-box Defense against Backdoor Unalignment for Large Language Models

Biao Yi, Tiansheng Huang, Sishuo Chen et al.

ICLR 2025posterarXiv:2506.16447
21
citations

Safe RLHF-V: Safe Reinforcement Learning from Multi-modal Human Feedback

Jiaming Ji, Xinyu Chen, Rui Pan et al.

NeurIPS 2025posterarXiv:2503.17682
8
citations

SafeVid: Toward Safety Aligned Video Large Multimodal Models

Yixu Wang, Jiaxin Song, Yifeng Gao et al.

NeurIPS 2025posterarXiv:2505.11926
3
citations

Towards Understanding Safety Alignment: A Mechanistic Perspective from Safety Neurons

Jianhui Chen, Xiaozhi Wang, Zijun Yao et al.

NeurIPS 2025posterarXiv:2406.14144
24
citations

Understanding and Enhancing Safety Mechanisms of LLMs via Safety-Specific Neuron

Yiran Zhao, Wenxuan Zhang, Yuxi Xie et al.

ICLR 2025poster