Robustness

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation ACL 2025 Exploring Explanations Improves the Robustness of In-Context Learning ACL 2025 Forget What You Know about LLMs Evaluations - LLMs are Like a Chameleon EMNLP 2025 Fraud-R1 : A Multi-Round Benchmark for Assessing the Robustness of LLM Against Augmented Fraud and Phishing Inducements ACL 2025 Gradient-Guided Annealing for Domain Generalization CVPR 2025 Guardrails and Security for LLMs: Safe, Secure and Controllable Steering of LLM Applications ACL 2025 How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation EMNLP 2025 Hyperparametric Robust and Dynamic Influence Maximization AAAI 2025 Investigating the Robustness of Retrieval-Augmented Generation at the Query Level ACL 2025 Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training ACL 2025 KnowShiftQA: How Robust are RAG Systems when Textbook Knowledge Shifts in K-12 Education? ACL 2025 Learning Robust XGBoost Ensembles for Regression Tasks UAI 2025 MCQFormatBench: Robustness Tests for Multiple-Choice Questions ACL 2025 Measuring the Effect of Transcription Noise on Downstream Language Understanding Tasks ACL 2025 Mesh Watermark Removal Attack and Mitigation: A Novel Perspective of Function Space AAAI 2025 Mitigating Hallucinations in Large Vision-Language Models by Adaptively Constraining Information Flow AAAI 2025 Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models ACL 2025 Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness EMNLP 2025 Noise-Resilient Symbolic Regression with Dynamic Gating Reinforcement Learning AAAI 2025 NRFlow: Towards Noise-Robust Generative Modeling via High-Order Mechanism UAI 2025 ODE: Open-Set Evaluation of Hallucinations in Multimodal Large Language Models CVPR 2025 Optimized Gradient Clipping for Noisy Label Learning AAAI 2025 Profiler: Black-box AI-generated Text Origin Detection via Context-aware Inference Pattern Analysis EMNLP 2025 Prompt-Guided Internal States for Hallucination Detection of Large Language Models ACL 2025 Revisiting Graph Contrastive Learning on Anomaly Detection: A Structural Imbalance Perspective AAAI 2025