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Adversarial Learning

4854 directly classified papers

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Papers

When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations ACL 2025
Jailbreaking the Non-Transferable Barrier via Test-Time Data Disguising CVPR 2025
Atoxia: Red-teaming Large Language Models with Target Toxic Answers NAACL 2025
BitAbuse: A Dataset of Visually Perturbed Texts for Defending Phishing Attacks NAACL 2025
Jailbreaking with Universal Multi-Prompts NAACL 2025
An Optimizable Suffix Is Worth A Thousand Templates: Efficient Black-box Jailbreaking without Affirmative Phrases via LLM as Optimizer NAACL 2025
Augmented Adversarial Trigger Learning NAACL 2025
Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation NAACL 2025
LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection NAACL 2025
The Impact of Dialect Variation on Robust Automatic Speech Recognition for Catalan NAACL 2025
TRIDENT: Enhancing Large Language Model Safety with Tri-Dimensional Diversified Red-Teaming Data Synthesis ACL 2025
Rethinking Backdoor Detection Evaluation for Language Models EMNLP 2025
AGD: Adversarial Game Defense Against Jailbreak Attacks in Large Language Models ACL 2025
PBCAT: Patch-Based Composite Adversarial Training against Physically Realizable Attacks on Object Detection ICCV 2025
ELBA-Bench: An Efficient Learning Backdoor Attacks Benchmark for Large Language Models ACL 2025
PhyCamo: A Robust Physical Camouflage via Contrastive Learning for Multi-View Physical Adversarial Attack AAAI 2025
Representation Bending for Large Language Model Safety ACL 2025
Robust Heterogeneous Graph Classification for Molecular Property Prediction with Information Bottleneck AAAI 2025
ALGEN: Few-shot Inversion Attacks on Textual Embeddings via Cross-Model Alignment and Generation ACL 2025
FakeDiffer: Distributional Disparity Learning on Differentiated Reconstruction for Face Forgery Detection AAAI 2025
Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates ACL 2025
Power of Diversity: Enhancing Data-Free Black-Box Attack with Domain-Augmented Learning AAAI 2025
PIGuard: Prompt Injection Guardrail via Mitigating Overdefense for Free ACL 2025
Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors EMNLP 2025
Query-efficient Attack for Black-box Image Inpainting Forensics via Reinforcement Learning AAAI 2025