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AI Safety

2972 directly classified papers

Papers per year

Papers

Dual-View Inference Attack: Machine Unlearning Amplifies Privacy Exposure AAAI 2026
Good Gradients Poison Your Model: Evading Defenses in Federated Learning via Boundary-adaptive Perturbation AAAI 2026
On Robustness of Linear Classifiers to Targeted Data Poisoning AAAI 2026
Dormant Backdoor: Weaponizing Model Finetuning for Feasible Backdoor Attacks Against Pretrained Models AAAI 2026
Towards Effective, Stealthy, and Persistent Backdoor Attacks Targeting Graph Foundation Models AAAI 2026
On Stealing Graph Neural Network Models AAAI 2026
Breaking the Stealth-Potency Trade-off in Clean-Image Backdoors with Generative Trigger Optimization AAAI 2026
Yours or Mine? Overwriting Attacks Against Neural Audio Watermarking AAAI 2026
Vulnerability-Aware Robust Multimodal Adversarial Training AAAI 2026
DUP: Detection-guided Unlearning for Backdoor Purification in Language Models AAAI 2026
FILTER: A Framework for Defending Against Backdoor Attacks in Vertical Federated Learning AAAI 2026
IS-Bench: Evaluating Interactive Safety of VLM-Driven Embodied Agents in Daily Household Tasks AAAI 2026
Aurora-M: Open Source Continual Pre-training for Multilingual Language and Code COLING 2025
Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation ACL 2025
Lightweight Safety Guardrails Using Fine-tuned BERT Embeddings COLING 2025
Understanding the Dark Side of LLMs’ Intrinsic Self-Correction ACL 2025
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities ACL 2025
Towards Truly Open, Language-Specific, Safe, Factual, and Specialized Large Language Models COLING 2025
AutoCVSS: Assessing the Performance of LLMs for Automated Software Vulnerability Scoring EMNLP 2025
Unmasking Style Sensitivity: A Causal Analysis of Bias Evaluation Instability in Large Language Models ACL 2025
Efficient but Vulnerable: Benchmarking and Defending LLM Batch Prompting Attack ACL 2025
ROBOTO2: An Interactive System and Dataset for LLM-assisted Clinical Trial Risk of Bias Assessment EMNLP 2025
Can GPTZero’s AI Vocabulary Distinguish Between LLM-Generated and Student-Written Essays? ACL 2025
Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions ACL 2025
Tongue-Tied: Breaking LLMs Safety Through New Language Learning NAACL 2025