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Adversarial Learning

4854 directly classified papers

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Papers

Structure-adaptive Adversarial Contrastive Learning for Multi-Domain Fake News Detection ACL 2025
Coupling the Generator with Teacher for Effective Data-Free Knowledge Distillation ICCV 2025
Class-Conditioned Transformation for Enhanced Robust Image Classification WACV 2025
Adversarial Propensity Weighting for Debiasing in Collaborative Filtering IJCAI 2025
FedHAN: A Cache-Based Semi-Asynchronous Federated Learning Framework Defending Against Poisoning Attacks in Heterogeneous Clients IJCAI 2025
Backdooring Self-Supervised Contrastive Learning by Noisy Alignment ICCV 2025
Chain-of-Scrutiny: Detecting Backdoor Attacks for Large Language Models ACL 2025
Bypassing LLM Guardrails: An Empirical Analysis of Evasion Attacks against Prompt Injection and Jailbreak Detection Systems ACL 2025
Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences ACL 2025
An Optimizable Suffix Is Worth A Thousand Templates: Efficient Black-box Jailbreaking without Affirmative Phrases via LLM as Optimizer NAACL 2025
FREE: Fast and Robust Vision Language Models with Early Exits ACL 2025
Adversarial Alignment with Anchor Dragging Drift (A3D2): Multimodal Domain Adaptation with Partially Shifted Modalities ACL 2025
AutoPrompt: Automated Red-Teaming of Text-to-Image Models via LLM-Driven Adversarial Prompts ICCV 2025
Object-Level Backdoor Attacks in RGB-T Semantic Segmentation with Cross-Modality Trigger Optimization IJCAI 2025
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach ACL 2025
VLMInferSlow: Evaluating the Efficiency Robustness of Large Vision-Language Models as a Service ACL 2025
Towards Adversarial Robustness via Debiased High-Confidence Logit Alignment ICCV 2025
Adversarial Preference Learning for Robust LLM Alignment ACL 2025
PIGuard: Prompt Injection Guardrail via Mitigating Overdefense for Free ACL 2025
Jailbreaking with Universal Multi-Prompts NAACL 2025
PNAct: Crafting Backdoor Attacks in Safe Reinforcement Learning IJCAI 2025
Adversarial Training for Graph Convolutional Networks: Stability and Generalization Analysis IJCAI 2025
Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates ACL 2025
ALGEN: Few-shot Inversion Attacks on Textual Embeddings via Cross-Model Alignment and Generation ACL 2025
Atoxia: Red-teaming Large Language Models with Target Toxic Answers NAACL 2025