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Methodology
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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
MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework
CVPR 2025
Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training
ACL 2025
Efficient Universal Goal Hijacking with Semantics-guided Prompt Organization
ACL 2025
SafeChain: Safety of Language Models with Long Chain-of-Thought Reasoning Capabilities
ACL 2025
I2VGuard: Safeguarding Images against Misuse in Diffusion-based Image-to-Video Models
CVPR 2025
Query-Based and Unnoticeable Graph Injection Attack from Neighborhood Perspective
IJCAI 2025
Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges
AAAI 2025
HeTa: Relation-wise Heterogeneous Graph Foundation Attack Model
IJCAI 2025
Real-Time Neural Denoising with Render-Aware Knowledge Distillation
AAAI 2025
Universal Backdoor Defense via Label Consistency in Vertical Federated Learning
IJCAI 2025
LLM-based Adversarial Dataset Augmentation for Automatic Media Bias Detection
NAACL 2025
RepObE: Representation Learning-Enhanced Obfuscation Encryption Modular Semantic Task Framework
IJCAI 2025
AUTE: Peer-Alignment and Self-Unlearning Boost Adversarial Robustness for Training Ensemble Models
AAAI 2025
Generic Adversarial Attack Framework Against Vertical Federated Learning
IJCAI 2025
HoneypotNet: Backdoor Attacks Against Model Extraction
AAAI 2025
Enhancing Transferability of Audio Adversarial Example for Both Frequency- and Time-domain
IJCAI 2025
A²RNet: Adversarial Attack Resilient Network for Robust Infrared and Visible Image Fusion
AAAI 2025
Accelerating Adversarial Training on Under-Utilized GPU
IJCAI 2025
An Optimizable Suffix Is Worth A Thousand Templates: Efficient Black-box Jailbreaking without Affirmative Phrases via LLM as Optimizer
NAACL 2025
Asset Pricing with Contrastive Adversarial Variational Bayes
IJCAI 2025
AIM: Additional Image Guided Generation of Transferable Adversarial Attacks
AAAI 2025
Misclassification-driven Fingerprinting for DNNs Using Frequency-aware GANs
IJCAI 2025
Improving Integrated Gradient-based Transferable Adversarial Examples by Refining the Integration Path
AAAI 2025
Backdoor Attack on Vertical Federated Graph Neural Network Learning
IJCAI 2025
Enhancing Robustness in Incremental Learning with Adversarial Training
AAAI 2025
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