% Key papers for Jailbreak attacks and defenses (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2023_jailbroken_69184, title = {{Jailbroken: How Does LLM Safety Training Fail?}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/70702}, } @inproceedings{neurips2024_tree_72266, title = {{Tree of Attacks: Jailbreaking Black-Box LLMs Automatically}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95078}, } @inproceedings{iclr2024_autodan_33709, title = {{AutoDAN: Generating Stealthy Jailbreak Prompts on Aligned Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19366}, } @inproceedings{neurips2024_a_71617, title = {{A StrongREJECT for Empty Jailbreaks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97752}, } @inproceedings{iclr2024_multilingual_35530, title = {{Multilingual Jailbreak Challenges in Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17543}, } @inproceedings{aaai2025_multi_10036, title = {{Multi-Turn Jailbreaking Large Language Models via Attention Shifting}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34553}, } @inproceedings{iclr2024_catastrophic_35367, title = {{Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17706}, } @inproceedings{cvpr2025_playing_27262, title = {{Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34727}, } @inproceedings{icml2024_cold_45786, title = {{COLD-Attack: Jailbreaking LLMs with Stealthiness and Controllability}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32666}, } @inproceedings{neurips2024_jailbreaking_70960, title = {{Jailbreaking Large Language Models Against Moderation Guardrails via Cipher Characters}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96243}, } @inproceedings{neurips2024_bag_74586, title = {{Bag of Tricks: Benchmarking of Jailbreak Attacks on LLMs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97431}, } @inproceedings{aaai2025_token_11014, title = {{Token Highlighter: Inspecting and Mitigating Jailbreak Prompts for Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34943}, } @inproceedings{iclr2025_jailbreak_83667, title = {{Jailbreak Antidote: Runtime Safety-Utility Balance via Sparse Representation Adjustment in Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28150}, } @inproceedings{neurips2024_efficient_72922, title = {{Efficient LLM Jailbreak via Adaptive Dense-to-sparse Constrained Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94489}, } @inproceedings{iclr2025_improved_82854, title = {{Improved Techniques for Optimization-Based Jailbreaking on Large Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28946}, } @inproceedings{aaai2025_llm_9673, title = {{LLM Stinger: Jailbreaking LLMs Using RL Fine-Tuned LLMs (Student Abstract)}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35263}, } @inproceedings{icml2026_multibreak_52477, title = {{MultiBreak: A Scalable and Diverse Multi-turn Jailbreak Benchmark for Evaluating LLM Safety}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=WR1IcmCjbl}, } @inproceedings{neurips2025_adjacent_76170, title = {{Adjacent Words, Divergent Intents: Jailbreaking Large Language Models via Task Concurrency}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=GLhLU6y1uK}, } @inproceedings{iclr2026_safedialbench_85955, title = {{SafeDialBench: A Fine-Grained Safety Evaluation Benchmark for Large Language Models in Multi-Turn Dialogues with Diverse Jailbreak Attacks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=KFjtRqVnKH}, } @inproceedings{iclr2026_guidedbench_87246, title = {{GuidedBench: Measuring and Mitigating the Evaluation Discrepancies of In-the-wild LLM Jailbreak Methods}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=ZVg8y3ibyM}, } @inproceedings{iclr2026_align_87854, title = {{Align to Misalign: Automatic LLM Jailbreak with Meta-Optimized LLM Judges}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=gGjwMNAYAr}, }