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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
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance
WACV 2025
When Visual State Space Model Meets Backdoor Attacks
WACV 2025
Low-Frequency Black-Box Backdoor Attack via Evolutionary Algorithm
WACV 2025
SADA: Semantic Adversarial Unsupervised Domain Adaptation for Temporal Action Localization
WACV 2025
Ad^2mix: Adversarial and Adaptive Mixup for Unsupervised Domain Adaptation
WACV 2025
Adversarial Attention Deficit: Fooling Deformable Vision Transformers with Collaborative Adversarial Patches
WACV 2025
Q-FAKER: Query-free Hard Black-box Attack via Controlled Generation
NAACL 2025
PoolAtnRes: Towards Generalisable Differential Morphing Attack Detection
WACV 2025
Hate in Plain Sight: On the Risks of Moderating AI-Generated Hateful Illusions
ICCV 2025
Unveiling the Threat of Fraud Gangs to Graph Neural Networks: Multi-Target Graph Injection Attacks Against GNN-Based Fraud Detectors
AAAI 2025
Boosting Adversarial Transferability via Residual Perturbation Attack
ICCV 2025
Boosting Adversarial Transferability via Negative Hessian Trace Regularization
ICCV 2025
Boosting Fine-Grained Visual Anomaly Detection with Coarse-Knowledge-Aware Adversarial Learning
AAAI 2025
Does Knowing More Make You Easier to Trick? Adversarial Robustness of Multi-Target Regression
AAAI 2025
SDD: Self-Degraded Defense against Malicious Fine-tuning
ACL 2025
CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations
ACL 2025
Rethinking Backdoor Detection Evaluation for Language Models
EMNLP 2025
Reimagining Safety Alignment with An Image
EMNLP 2025
How Sampling Affects the Detectability of Machine-written texts: A Comprehensive Study
EMNLP 2025
Ferret: Faster and Effective Automated Red Teaming with Reward-Based Scoring Technique
EMNLP 2025
Reducing the Content Bias for AI-Generated Image Detection
WACV 2025
Class-Conditioned Transformation for Enhanced Robust Image Classification
WACV 2025
Mitigating Hallucinations in Large Vision-Language Models by Self-Injecting Hallucinations
EMNLP 2025
Pixel Is Not a Barrier: An Effective Evasion Attack for Pixel-Domain Diffusion Models
AAAI 2025
SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning
AAAI 2025
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