Adversarial Learning

Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach ACL 2025 Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025 CAARMA: Class Augmentation with Adversarial Mixup Regularization EMNLP 2025 CAMH: Advancing Model Hijacking Attack in Machine Learning AAAI 2025 Can Adversarial Examples Be Parsed to Reveal Victim Model Information? WACV 2025 Can an Individual Manipulate the Collective Decisions of Multi-Agents? EMNLP 2025 Can Go AIs Be Adversarially Robust? AAAI 2025 Can Indirect Prompt Injection Attacks Be Detected and Removed? ACL 2025 Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates ACL 2025 Can LLM Watermarks Robustly Prevent Unauthorized Knowledge Distillation? ACL 2025 Can Private Machine Learning Be Fair? AAAI 2025 Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices CVPR 2025 CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift AAAI 2025 CAT: Contrastive Adversarial Training for Evaluating the Robustness of Protective Perturbations in Latent Diffusion Models ICML 2025 CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations ACL 2025 Certification of Speaker Recognition Models to Additive Perturbations AAAI 2025 Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks CVPR 2025 Chain-of-Scrutiny: Detecting Backdoor Attacks for Large Language Models ACL 2025 CIARD: Cyclic Iterative Adversarial Robustness Distillation ICCV 2025 Claim-Guided Textual Backdoor Attack for Practical Applications NAACL 2025 Class-Conditioned Transformation for Enhanced Robust Image Classification WACV 2025 CL-Attack: Textual Backdoor Attacks via Cross-Lingual Triggers AAAI 2025 CLIP is Strong Enough to Fight Back: Test-time Counterattacks towards Zero-shot Adversarial Robustness of CLIP CVPR 2025 Close or Cloze? Assessing the Robustness of Large Language Models to Adversarial Perturbations via Word Recovery COLING 2025 CMSP-ST: Cross-modal Mixup with Speech Purification for End-to-End Speech Translation Interspeech 2025