harmful content

Engagement Undermines Safety: How Stereotypes and Toxicity Shape Humor in Language Models EACL 2026 HumorReject: Decoupling LLM Safety from Refusal Prefix via a Little Humor AAAI 2026 Mass Concept Erasure in Diffusion Models with Concept Hierarchy AAAI 2026 Thesis Proposal: An Explainable Multimodal Framework for Detecting Harmful Content in Code-Switched Children’s Media ACL 2026 WALKSAFE: Risk-aware Graph Random Walk with Bi-GRPO for LLM Safety AAAI 2026 What Are They Filtering Out? An Experimental Benchmark of Filtering Strategies for Harm Reduction in Pretraining Datasets AAAI 2026 AlignGuard: Scalable Safety Alignment for Text-to-Image Generation ICCV 2025 Are Vision-Language Models Safe in the Wild? A Meme-Based Benchmark Study EMNLP 2025 Can LLMs Rank the Harmfulness of Smaller LLMs? We are Not There Yet ACL 2025 Combining Domain and Alignment Vectors Provides Better Knowledge-Safety Trade-offs in LLMs ACL 2025 Confusion is the Final Barrier: Rethinking Jailbreak Evaluation and Investigating the Real Misuse Threat of LLMs EMNLP 2025 Data to Defense: The Role of Curation in Aligning Large Language Models Against Safety Compromise EMNLP 2025 DIESEL: A Lightweight Inference-Time Safety Enhancement for Language Models ACL 2025 Dynamic Evil Score-Guided Decoding: An Efficient Decoding Framework For Red-Team Model ACL 2025 Exploiting Instruction-Following Retrievers for Malicious Information Retrieval ACL 2025 Fantastic Targets for Concept Erasure in Diffusion Models and Where To Find Them ICLR 2025 from Benign import Toxic: Jailbreaking the Language Model via Adversarial Metaphors ACL 2025 Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding EMNLP 2025 How to Fine-Tune Safely on a Budget: Model Adaptation Using Minimal Resources EMNLP 2025 HPS: Hard Preference Sampling for Human Preference Alignment ICML 2025 Internal Activation Revision: Safeguarding Vision Language Models Without Parameter Update AAAI 2025 Intrinsic Model Weaknesses: How Priming Attacks Unveil Vulnerabilities in Large Language Models NAACL 2025 Jailbreaking? One Step Is Enough! ACL 2025 Jailbreak-Tuning: Models Efficiently Learn Jailbreak Susceptibility EMNLP 2025 Learn and Unlearn: Addressing Misinformation in Multilingual LLMs EMNLP 2025