| Beyond One-Preference-Fits-All Alignment: Multi-Objective Direct Preference Optimization | Oct 5, 2023 | AllLanguage Modeling | CodeCode Available | 1 | 5 |
| Safety Tax: Safety Alignment Makes Your Large Reasoning Models Less Reasonable | Mar 1, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Keeping LLMs Aligned After Fine-tuning: The Crucial Role of Prompt Templates | Feb 28, 2024 | GSM8KSafety Alignment | CodeCode Available | 1 | 5 |
| Emulated Disalignment: Safety Alignment for Large Language Models May Backfire! | Feb 19, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| All Languages Matter: On the Multilingual Safety of Large Language Models | Oct 2, 2023 | AllSafety Alignment | CodeCode Available | 1 | 5 |
| Panacea: Mitigating Harmful Fine-tuning for Large Language Models via Post-fine-tuning Perturbation | Jan 30, 2025 | Safety Alignment | CodeCode Available | 1 | 5 |
| Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment | Nov 27, 2024 | Safety AlignmentVisual Reasoning | CodeCode Available | 1 | 5 |
| Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models | Feb 16, 2025 | Safety Alignment | CodeCode Available | 1 | 5 |
| PrivAgent: Agentic-based Red-teaming for LLM Privacy Leakage | Dec 7, 2024 | Red TeamingSafety Alignment | CodeCode Available | 1 | 5 |
| SafeMERGE: Preserving Safety Alignment in Fine-Tuned Large Language Models via Selective Layer-Wise Model Merging | Mar 21, 2025 | GSM8KSafety Alignment | CodeCode Available | 1 | 5 |
