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Adversarial Learning
2063 directly classified papers
Papers per year
2010: 2
2014: 1
2015: 2
2016: 6
2017: 34
2018: 132
2019: 216
2020: 301
2021: 296
2022: 301
2023: 239
2024: 276
2025: 254
2026: 3
Papers
Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation
NAACL 2025
Adversarial Preference Learning for Robust LLM Alignment
ACL 2025
ODA-GAN: Orthogonal Decoupling Alignment GAN Assisted by Weakly-supervised Learning for Virtual Immunohistochemistry Staining
CVPR 2025
Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach
ACL 2025
OSV: One Step is Enough for High-Quality Image to Video Generation
CVPR 2025
FaceShield: Defending Facial Image against Deepfake Threats
ICCV 2025
Compositional Targeted Multi-Label Universal Perturbations
CVPR 2025
Saliuitl: Ensemble Salience Guided Recovery of Adversarial Patches against CNNs
CVPR 2025
Two-Timescale Gradient Descent Ascent Algorithms for Nonconvex Minimax Optimization
JMLR 2025
SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection
EMNLP 2025
Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors
EMNLP 2025
Attention Eclipse: Manipulating Attention to Bypass LLM Safety-Alignment
EMNLP 2025
Harmful Prompt Laundering: Jailbreaking LLMs with Abductive Styles and Symbolic Encoding
EMNLP 2025
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment
CVPR 2025
Low-Frequency Black-Box Backdoor Attack via Evolutionary Algorithm
WACV 2025
Harnessing Global-Local Collaborative Adversarial Perturbation for Anti-Customization
CVPR 2025
MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework
CVPR 2025
Fair Text Classification via Transferable Representations
JMLR 2025
Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices
CVPR 2025
CamoFA: A Learnable Fourier-Based Augmentation for Camouflage Segmentation
WACV 2025
Class-Conditioned Transformation for Enhanced Robust Image Classification
WACV 2025
NullSwap: Proactive Identity Cloaking Against Deepfake Face Swapping
ICCV 2025
Divide and Conquer: Heterogeneous Noise Integration for Diffusion-based Adversarial Purification
CVPR 2025
EntropyMark: Towards More Harmless Backdoor Watermark via Entropy-based Constraint for Open-source Dataset Copyright Protection
CVPR 2025
SADA: Semantic Adversarial Unsupervised Domain Adaptation for Temporal Action Localization
WACV 2025
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