adversarial robustness

PhyCamo: A Robust Physical Camouflage via Contrastive Learning for Multi-View Physical Adversarial Attack AAAI 2025 PL-Guard: Benchmarking Language Model Safety for Polish ACL 2025 Precision vs. Perturbation: Robustness Analysis of Synonym Attacks in Ukrainian NLP ACL 2025 PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks AAAI 2025 Prototype Guided Backdoor Defense via Activation Space Manipulation ICCV 2025 Provably Robust Explainable Graph Neural Networks against Graph Perturbation Attacks ICLR 2025 Random at GenAI Detection Task 3: A Hybrid Approach to Cross-Domain Detection of Machine-Generated Text with Adversarial Attack Mitigation COLING 2025 Ranking Over Scoring: Towards Reliable and Robust Automated Evaluation of LLM-Generated Medical Explanatory Arguments COLING 2025 Rationalizing and Augmenting Dynamic Graph Neural Networks ICLR 2025 RDI: An adversarial robustness evaluation metric for deep neural networks based on model statistical features UAI 2025 RealSafe: Quantifying Safety Risks of Language Agents in Real-World COLING 2025 Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking EMNLP 2025 Recommender Systems for Democracy: Toward Adversarial Robustness in Voting Advice Applications IJCAI 2025 Refine then Classify: Robust Graph Neural Networks with Reliable Neighborhood Contrastive Refinement AAAI 2025 Regularizing Hard Examples Improves Adversarial Robustness JMLR 2025 Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction ACL 2025 Rethinking Audio-Visual Adversarial Vulnerability from Temporal and Modality Perspectives ICLR 2025 Rethinking Invariance Regularization in Adversarial Training to Improve Robustness-Accuracy Trade-off ICLR 2025 Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game CVPR 2025 Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection EMNLP 2025 Robust Conformal Prediction with a Single Binary Certificate ICLR 2025 Robust Feature Learning for Multi-Index Models in High Dimensions ICLR 2025 Robust Heterogeneous Graph Classification for Molecular Property Prediction with Information Bottleneck AAAI 2025 Robustifying Zero-Shot Vision Language Models by Subspaces Alignment ICCV 2025 Robustness of LLMs to Transliteration Perturbations in Bangla AACL 2025