| The Hidden Dimensions of LLM Alignment: A Multi-Dimensional Safety Analysis | Feb 13, 2025 | Safety Alignment | CodeCode Available | 3 |
| Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey | Sep 26, 2024 | Safety Alignment | CodeCode Available | 3 |
| GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher | Aug 12, 2023 | EthicsRed Teaming | CodeCode Available | 2 |
| How Alignment and Jailbreak Work: Explain LLM Safety through Intermediate Hidden States | Jun 9, 2024 | Safety Alignment | CodeCode Available | 2 |
| Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To! | Oct 5, 2023 | Red TeamingSafety Alignment | CodeCode Available | 2 |
| Derail Yourself: Multi-turn LLM Jailbreak Attack through Self-discovered Clues | Oct 14, 2024 | LLM JailbreakSafety Alignment | CodeCode Available | 2 |
| LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation | Apr 10, 2025 | Code GenerationContinual Learning | CodeCode Available | 2 |
| PandaGuard: Systematic Evaluation of LLM Safety against Jailbreaking Attacks | May 20, 2025 | LLM JailbreakSafety Alignment | CodeCode Available | 2 |
| AmpleGCG: Learning a Universal and Transferable Generative Model of Adversarial Suffixes for Jailbreaking Both Open and Closed LLMs | Apr 11, 2024 | Safety Alignment | CodeCode Available | 2 |
| Cross-Modality Safety Alignment | Jun 21, 2024 | Safety Alignment | CodeCode Available | 2 |
| Safety Alignment Should Be Made More Than Just a Few Tokens Deep | Jun 10, 2024 | Safety Alignment | CodeCode Available | 2 |
| DrAttack: Prompt Decomposition and Reconstruction Makes Powerful LLM Jailbreakers | Feb 25, 2024 | In-Context LearningSafety Alignment | CodeCode Available | 2 |
| Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning | Feb 21, 2024 | Instruction FollowingLanguage Modeling | CodeCode Available | 2 |
| CodeAttack: Revealing Safety Generalization Challenges of Large Language Models via Code Completion | Mar 12, 2024 | Code CompletionSafety Alignment | CodeCode Available | 2 |
| Think Twice Before You Act: Enhancing Agent Behavioral Safety with Thought Correction | May 16, 2025 | Contrastive LearningSafety Alignment | CodeCode Available | 2 |
| Safety Fine-Tuning at (Almost) No Cost: A Baseline for Vision Large Language Models | Feb 3, 2024 | Instruction FollowingSafety Alignment | CodeCode Available | 2 |
| The Devil behind the mask: An emergent safety vulnerability of Diffusion LLMs | Jul 15, 2025 | Code GenerationSafety Alignment | CodeCode Available | 2 |
| Virus: Harmful Fine-tuning Attack for Large Language Models Bypassing Guardrail Moderation | Jan 29, 2025 | Red TeamingSafety Alignment | CodeCode Available | 2 |
| STAIR: Improving Safety Alignment with Introspective Reasoning | Feb 4, 2025 | Safety Alignment | CodeCode Available | 2 |
| ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs | Feb 19, 2024 | Safety Alignment | CodeCode Available | 2 |
| Navigating the Safety Landscape: Measuring Risks in Finetuning Large Language Models | May 27, 2024 | Safety Alignment | CodeCode Available | 1 |
| AdaSteer: Your Aligned LLM is Inherently an Adaptive Jailbreak Defender | Apr 13, 2025 | Safety Alignment | CodeCode Available | 1 |
| SCANS: Mitigating the Exaggerated Safety for LLMs via Safety-Conscious Activation Steering | Aug 21, 2024 | Safety Alignment | CodeCode Available | 1 |
| Mitigating Fine-tuning based Jailbreak Attack with Backdoor Enhanced Safety Alignment | Feb 22, 2024 | Backdoor AttackLanguage Modelling | CodeCode Available | 1 |
| AttnGCG: Enhancing Jailbreaking Attacks on LLMs with Attention Manipulation | Oct 11, 2024 | Safety Alignment | CodeCode Available | 1 |
| MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance | Jan 5, 2024 | Safety Alignment | CodeCode Available | 1 |
| AutoDAN: Interpretable Gradient-Based Adversarial Attacks on Large Language Models | Oct 23, 2023 | Adversarial AttackBlocking | CodeCode Available | 1 |
| Autonomous Microscopy Experiments through Large Language Model Agents | Dec 18, 2024 | BenchmarkingExperimental Design | CodeCode Available | 1 |
| Trojan Activation Attack: Red-Teaming Large Language Models using Activation Steering for Safety-Alignment | Nov 15, 2023 | Red TeamingSafety Alignment | CodeCode Available | 1 |
| MTSA: Multi-turn Safety Alignment for LLMs through Multi-round Red-teaming | May 22, 2025 | Red TeamingSafety Alignment | CodeCode Available | 1 |
| LookAhead Tuning: Safer Language Models via Partial Answer Previews | Mar 24, 2025 | PositionSafety Alignment | CodeCode Available | 1 |
| Locking Down the Finetuned LLMs Safety | Oct 14, 2024 | Safety Alignment | CodeCode Available | 1 |
| QueryAttack: Jailbreaking Aligned Large Language Models Using Structured Non-natural Query Language | Feb 13, 2025 | Safety Alignment | CodeCode Available | 1 |
| MPO: Multilingual Safety Alignment via Reward Gap Optimization | May 22, 2025 | Safety Alignment | CodeCode Available | 1 |
| OR-Bench: An Over-Refusal Benchmark for Large Language Models | May 31, 2024 | Safety Alignment | CodeCode Available | 1 |
| Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models | Jun 9, 2025 | Multi-agent Reinforcement LearningSafety Alignment | CodeCode Available | 1 |
| Improving LLM Safety Alignment with Dual-Objective Optimization | Mar 5, 2025 | Safety Alignment | CodeCode Available | 1 |
| Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates | Feb 28, 2024 | GSM8KSafety Alignment | CodeCode Available | 1 |
| Can Editing LLMs Inject Harm? | Jul 29, 2024 | FairnessGeneral Knowledge | CodeCode Available | 1 |
| Cross-modality Information Check for Detecting Jailbreaking in Multimodal Large Language Models | Jul 31, 2024 | Safety Alignment | CodeCode Available | 1 |
| DAVSP: Safety Alignment for Large Vision-Language Models via Deep Aligned Visual Safety Prompt | Jun 11, 2025 | Safety Alignment | CodeCode Available | 1 |
| Lisa: Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning Attack | May 28, 2024 | Safety Alignment | CodeCode Available | 1 |
| Antidote: Post-fine-tuning Safety Alignment for Large Language Models against Harmful Fine-tuning | Aug 18, 2024 | PhilosophySafety Alignment | CodeCode Available | 1 |
| Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment | Nov 27, 2024 | Safety AlignmentVisual Reasoning | CodeCode Available | 1 |
| All Languages Matter: On the Multilingual Safety of Large Language Models | Oct 2, 2023 | AllSafety Alignment | CodeCode Available | 1 |
| ChatBug: A Common Vulnerability of Aligned LLMs Induced by Chat Templates | Jun 17, 2024 | Instruction FollowingSafety Alignment | CodeCode Available | 1 |
| Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique | Aug 20, 2024 | AI and SafetyDiversity | CodeCode Available | 1 |
| Linear Control of Test Awareness Reveals Differential Compliance in Reasoning Models | May 20, 2025 | Safety Alignment | CodeCode Available | 1 |
| Emulated Disalignment: Safety Alignment for Large Language Models May Backfire! | Feb 19, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization | Oct 5, 2023 | AllLanguage Modeling | CodeCode Available | 1 |