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Methodology
← Learning Types
Machine Learning
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Adversarial Learning
4854 directly classified papers
Papers per year
2006: 3
2007: 1
2009: 4
2010: 6
2011: 3
2012: 5
2013: 10
2014: 6
2015: 8
2016: 18
2017: 87
2018: 261
2019: 551
2020: 588
2021: 703
2022: 633
2023: 672
2024: 579
2025: 561
2026: 155
Papers
From Insight to Exploit: Leveraging LLM Collaboration for Adaptive Adversarial Text Generation
EMNLP 2025
HITS at DISRPT 2025: Discourse Segmentation, Connective Detection, and Relation Classification
EMNLP 2025
reWordBench: Benchmarking and Improving the Robustness of Reward Models with Transformed Inputs
EMNLP 2025
RP-PGD: Boosting Segmentation Robustness with a Region-and-Prototype Based Adversarial Attack
AAAI 2025
Defending Large Language Models against Jailbreak Attacks via Semantic Smoothing
AACL 2025
MoRoVoc: A Large Dataset for Geographical Variation Identification of the Spoken Romanian Language
EMNLP 2025
Overcoming Black-box Attack Inefficiency with Hybrid and Dynamic Select Algorithms
EMNLP 2025
Robust SAM: On the Adversarial Robustness of Vision Foundation Models
AAAI 2025
Online Learning Defense against Iterative Jailbreak Attacks via Prompt Optimization
AACL 2025
DIFFER: Disentangling Identity Features via Semantic Cues for Clothes-Changing Person Re-ID
CVPR 2025
Enduring, Efficient and Robust Trajectory Prediction Attack in Autonomous Driving via Optimization-Driven Multi-Frame Perturbation Framework
CVPR 2025
Towards Better Robustness Against Natural Corruptions in Document Tampering Localization
AAAI 2025
Imperceptible 3D Point Cloud Attacks on Lattice-based Barycentric Coordinates
AAAI 2025
A Unified, Resilient, and Explainable Adversarial Patch Detector
CVPR 2025
Invisible Backdoor Attack against Self-supervised Learning
CVPR 2025
MixerMDM: Learnable Composition of Human Motion Diffusion Models
CVPR 2025
CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift
AAAI 2025
Sim4Rec: Data-Free Model Extraction Attack on Sequential Recommendation
AAAI 2025
Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models
CVPR 2025
Improving Adversarial Transferability on Vision Transformers via Forward Propagation Refinement
CVPR 2025
Perception-Guided Jailbreak Against Text-to-Image Models
AAAI 2025
PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies
CVPR 2025
R-TPT: Improving Adversarial Robustness of Vision-Language Models through Test-Time Prompt Tuning
CVPR 2025
Saliuitl: Ensemble Salience Guided Recovery of Adversarial Patches against CNNs
CVPR 2025
Adversarial Propensity Weighting for Debiasing in Collaborative Filtering
IJCAI 2025
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