conftrace_

safety alignment

178 papers

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Co-occurring keywords

large language model (13587) jailbreak attack (225) adversarial attack (1621) model safety (101) harmful content (66) multimodal large language model (966) ai safety (235) language model (4599) llm safety (67) adversarial learning (1595)

Papers

ASTRA: An Automated Framework for Strategy Discovery, Retrieval, and Evolution for Jailbreaking LLMs ACL 2026
LASA: Language-Agnostic Semantic Alignment at the Semantic Bottleneck for LLM Safety ACL 2026
Jailbreak-Zero: A Path to Pareto Optimal Red Teaming for Large Language Models ACL 2026
FinHarmBench: Financial Jailbreak Benchmark and Unsupervised Safety Fine-Tuning via Refusal Steering Distillation ACL 2026
When Safe Unimodal Inputs Collide: Optimizing Reasoning Chains for Cross-Modal Safety in Multimodal Large Language Models AAAI 2026
Safety Alignment of Large Language Models via Contrasting Safe and Harmful Distributions AAAI 2026
Reshaping Representation Space to Balance the Safety and Over-rejection in Large Audio Language Models EMNLP 2025
Playing the Fool: Jailbreaking LLMs and Multimodal LLMs with Out-of-Distribution Strategy CVPR 2025
Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection CVPR 2025
Reimagining Safety Alignment with An Image EMNLP 2025
Do We Really Need Curated Malicious Data for Safety Alignment in Multi-modal Large Language Models? CVPR 2025
Immune: Improving Safety Against Jailbreaks in Multi-modal LLMs via Inference-Time Alignment CVPR 2025
Representation Bending for Large Language Model Safety ACL 2025
Agent vs. Agent: Automated Data Generation and Red-Teaming for Custom Agentic Workflows EMNLP 2025
Trustworthy Medical Question Answering: An Evaluation-Centric Survey EMNLP 2025
Layer-Aware Representation Filtering: Purifying Finetuning Data to Preserve LLM Safety Alignment EMNLP 2025
Understanding and Mitigating Overrefusal in LLMs from an Unveiling Perspective of Safety Decision Boundary EMNLP 2025
SDGO: Self-Discrimination-Guided Optimization for Consistent Safety in Large Language Models EMNLP 2025
SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models EMNLP 2025
MPO: Multilingual Safety Alignment via Reward Gap Optimization ACL 2025
Think in Safety: Unveiling and Mitigating Safety Alignment Collapse in Multimodal Large Reasoning Model EMNLP 2025
COVER: Context-Driven Over-Refusal Verification in LLMs ACL 2025
Why Safeguarded Ships Run Aground? Aligned Large Language Models’ Safety Mechanisms Tend to Be Anchored in The Template Region ACL 2025
Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety EMNLP 2025
Fine-Tuning Lowers Safety and Disrupts Evaluation Consistency ACL 2025