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Adversarial Learning

2063 directly classified papers

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Vision Transformers Beat WideResNets on Small Scale Datasets Adversarial Robustness AAAI 2025
PerReactor: Offline Personalised Multiple Appropriate Facial Reaction Generation AAAI 2025
Improving Integrated Gradient-based Transferable Adversarial Examples by Refining the Integration Path AAAI 2025
Towards Robust Defense against Customization via Protective Perturbation Resistant to Diffusion-based Purification ICCV 2025
Backdoor Attacks on Neural Networks via One-Bit Flip ICCV 2025
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach ACL 2025
PoolAtnRes: Towards Generalisable Differential Morphing Attack Detection WACV 2025
Adversarial Preference Learning for Robust LLM Alignment ACL 2025
Low-Frequency Black-Box Backdoor Attack via Evolutionary Algorithm WACV 2025
SafeQuant: LLM Safety Analysis via Quantized Gradient Inspection NAACL 2025
Enhancing Adversarial Transferability with Adversarial Weight Tuning AAAI 2025
Bridge 2D-3D: Uncertainty-aware Hierarchical Registration Network with Domain Alignment AAAI 2025
Enhancing Robustness in Incremental Learning with Adversarial Training AAAI 2025
Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors EMNLP 2025
Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification JMLR 2025
SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection EMNLP 2025
Fair Text Classification via Transferable Representations JMLR 2025
Attention Eclipse: Manipulating Attention to Bypass LLM Safety-Alignment EMNLP 2025
Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation NAACL 2025
Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding EMNLP 2025
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance WACV 2025
How Does DPO Reduce Toxicity? A Mechanistic Neuron-Level Analysis EMNLP 2025
PRDetect: Perturbation-Robust LLM-generated Text Detection Based on Syntax Tree NAACL 2025
AdvERSEM: Adversarial Robustness Testing and Training of LLM-based Groundedness Evaluators via Semantic Structure Manipulation EMNLP 2025
Adversarial-Inspired Backdoor Defense via Bridging Backdoor and Adversarial Attacks AAAI 2025