| Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey | Sep 26, 2024 | Safety Alignment | CodeCode Available | 3 | 5 |
| The Hidden Dimensions of LLM Alignment: A Multi-Dimensional Safety Analysis | Feb 13, 2025 | Safety Alignment | CodeCode Available | 3 | 5 |
| Self-Distillation Bridges Distribution Gap in Language Model Fine-Tuning | Feb 21, 2024 | Instruction FollowingLanguage Modeling | CodeCode Available | 2 | 5 |
| The Devil behind the mask: An emergent safety vulnerability of Diffusion LLMs | Jul 15, 2025 | Code GenerationSafety Alignment | CodeCode Available | 2 | 5 |
| DrAttack: Prompt Decomposition and Reconstruction Makes Powerful LLM Jailbreakers | Feb 25, 2024 | In-Context LearningSafety Alignment | CodeCode Available | 2 | 5 |
| ArtPrompt: ASCII Art-based Jailbreak Attacks against Aligned LLMs | Feb 19, 2024 | Safety Alignment | CodeCode Available | 2 | 5 |
| LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation | Apr 10, 2025 | Code GenerationContinual Learning | CodeCode Available | 2 | 5 |
| Fine-tuning Aligned Language Models Compromises Safety, Even When Users Do Not Intend To! | Oct 5, 2023 | Red TeamingSafety Alignment | CodeCode Available | 2 | 5 |
| Safety Fine-Tuning at (Almost) No Cost: A Baseline for Vision Large Language Models | Feb 3, 2024 | Instruction FollowingSafety Alignment | CodeCode Available | 2 | 5 |
| STAIR: Improving Safety Alignment with Introspective Reasoning | Feb 4, 2025 | Safety Alignment | CodeCode Available | 2 | 5 |
| Virus: Harmful Fine-tuning Attack for Large Language Models Bypassing Guardrail Moderation | Jan 29, 2025 | Red TeamingSafety Alignment | CodeCode Available | 2 | 5 |
| Cross-Modality Safety Alignment | Jun 21, 2024 | Safety Alignment | CodeCode Available | 2 | 5 |
| Think Twice Before You Act: Enhancing Agent Behavioral Safety with Thought Correction | May 16, 2025 | Contrastive LearningSafety Alignment | CodeCode Available | 2 | 5 |
| Derail Yourself: Multi-turn LLM Jailbreak Attack through Self-discovered Clues | Oct 14, 2024 | LLM JailbreakSafety Alignment | CodeCode Available | 2 | 5 |
| CodeAttack: Revealing Safety Generalization Challenges of Large Language Models via Code Completion | Mar 12, 2024 | Code CompletionSafety Alignment | CodeCode Available | 2 | 5 |
| GPT-4 Is Too Smart To Be Safe: Stealthy Chat with LLMs via Cipher | Aug 12, 2023 | EthicsRed Teaming | CodeCode Available | 2 | 5 |
| PandaGuard: Systematic Evaluation of LLM Safety against Jailbreaking Attacks | May 20, 2025 | LLM JailbreakSafety Alignment | CodeCode Available | 2 | 5 |
| How Alignment and Jailbreak Work: Explain LLM Safety through Intermediate Hidden States | Jun 9, 2024 | Safety Alignment | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Safety Alignment Should Be Made More Than Just a Few Tokens Deep | Jun 10, 2024 | Safety Alignment | CodeCode Available | 2 | 5 |
| AdaSteer: Your Aligned LLM is Inherently an Adaptive Jailbreak Defender | Apr 13, 2025 | Safety Alignment | CodeCode Available | 1 | 5 |
| Don't Say No: Jailbreaking LLM by Suppressing Refusal | Apr 25, 2024 | Natural Language InferenceSafety Alignment | CodeCode Available | 1 | 5 |
| BeaverTails: Towards Improved Safety Alignment of LLM via a Human-Preference Dataset | Jul 10, 2023 | Question AnsweringSafety Alignment | CodeCode Available | 1 | 5 |
| Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization | Oct 5, 2023 | AllLanguage Modeling | CodeCode Available | 1 | 5 |
| DAVSP: Safety Alignment for Large Vision-Language Models via Deep Aligned Visual Safety Prompt | Jun 11, 2025 | Safety Alignment | CodeCode Available | 1 | 5 |
