% Key papers for LLM jailbreak and injection defense (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{neurips2024_agentdojo_73716, title = {{AgentDojo: A Dynamic Environment to Evaluate Prompt Injection Attacks and Defenses for LLM Agents}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97522}, } @inproceedings{neurips2024_jailbreakbench_74317, title = {{JailbreakBench: An Open Robustness Benchmark for Jailbreaking Large Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97459}, } @inproceedings{neurips2023_decodingtrust_69258, title = {{DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73486}, } @inproceedings{aaai2020_revisiting_101374, title = {{Revisiting the Foundations of Abstract Argumentation – Semantics Based on Weak Admissibility and Weak Defense}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5661}, } @inproceedings{aaai2022_synthetic_2800, title = {{Synthetic Disinformation Attacks on Automated Fact Verification Systems}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/10581-synthetic-disinformation-attacks-on-automated-fact-verification-systems/}, } @inproceedings{icml2024_harmbench_44977, title = {{HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33475}, } @inproceedings{aaai2025_phishagent_10294, title = {{PhishAgent: A Robust Multimodal Agent for Phishing Webpage Detection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/35003}, } @inproceedings{aaai2019_on_101331, title = {{On Structured Argumentation with Conditional Preferences}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4131}, } @inproceedings{aaai2025_medical_9930, title = {{Medical MLLM Is Vulnerable: Cross-Modality Jailbreak and Mismatched Attacks on Medical Multimodal Large Language Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32396}, } @inproceedings{aaai2020_ranking_101410, title = {{Ranking-Based Semantics for Sets of Attacking Arguments}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5697}, } @inproceedings{neurips2024_fight_73816, title = {{Fight Back Against Jailbreaking via Prompt Adversarial Tuning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93692}, } @inproceedings{iclr2025_jailbreaking_83050, title = {{Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28755}, } @inproceedings{iclr2023_trojtext_33045, title = {{TrojText: Test-time Invisible Textual Trojan Insertion}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/10756}, } @inproceedings{aaai2025_jailpo_9620, title = {{JailPO: A Novel Black-Box Jailbreak Framework via Preference Optimization Against Aligned LLMs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34953}, } @inproceedings{cvpr2025_mind_26956, title = {{Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/35195}, } @inproceedings{iclr2024_can_33722, title = {{Can Sensitive Information Be Deleted From LLMs? Objectives for Defending Against Extraction Attacks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19353}, } @inproceedings{icml2025_optimizing_46417, title = {{Optimizing Adaptive Attacks against Watermarks for Language Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46148}, } @inproceedings{aaai2023_advances_3081, title = {{Advances in AI for Safety, Equity, and Well-Being on Web and Social Media: Detection, Robustness, Attribution, and Mitigation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26811}, } @inproceedings{neurips2025_gasp_74739, title = {{GASP: Efficient Black-Box Generation of Adversarial Suffixes for Jailbreaking LLMs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=0fBQAckQK3}, } @inproceedings{neurips2025_reliabilityrag_75884, title = {{ReliabilityRAG: Effective and Provably Robust Defense for RAG-based Web-Search}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=D9JeNTs5Bu}, } @inproceedings{neurips2025_the_78648, title = {{The VLLM Safety Paradox: Dual Ease in Jailbreak Attack and Defense}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=gpCleSGCkV}, } @inproceedings{iclr2025_robustkv_81761, title = {{RobustKV: Defending Large Language Models against Jailbreak Attacks via KV Eviction}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30018}, } @inproceedings{iclr2025_jailbreaking_83826, title = {{Jailbreaking as a Reward Misspecification Problem}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/27994}, } @inproceedings{aaai2026_regionmarker_108376, title = {{RegionMarker: A Region-Triggered Semantic Watermarking Framework for Embedding-as-a-Service Copyright Protection}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40728}, } @inproceedings{aaai2026_cost_108735, title = {{Cost-Minimized Label-Flipping Poisoning Attack to LLM Alignment}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/41087}, } @inproceedings{aaai2026_stylebreak_108741, title = {{StyleBreak: Revealing Alignment Vulnerabilities in Large Audio-Language Models via Style-Aware Audio Jailbreak}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/41093}, } @inproceedings{aaai2026_on_108812, title = {{On the Feasibility of Using MultiModal LLMs to Execute AR Social Engineering Attacks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/41164}, }