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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
Can't Slow Me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices
CVPR 2025
Influence-Based Fair Selection for Sample-Discriminative Backdoor Attack
AAAI 2025
MOS-Attack: A Scalable Multi-objective Adversarial Attack Framework
CVPR 2025
LoRID: Low-Rank Iterative Diffusion for Adversarial Purification
AAAI 2025
FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing
CVPR 2025
CAVGAN: Unifying Jailbreak and Defense of LLMs via Generative Adversarial Attacks on their Internal Representations
ACL 2025
Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game
CVPR 2025
PopAlign: Diversifying Contrasting Patterns for a More Comprehensive Alignment
ACL 2025
Towards Million-Scale Adversarial Robustness Evaluation With Stronger Individual Attacks
CVPR 2025
TombRaider: Entering the Vault of History to Jailbreak Large Language Models
EMNLP 2025
Compositional Targeted Multi-Label Universal Perturbations
CVPR 2025
CL-Attack: Textual Backdoor Attacks via Cross-Lingual Triggers
AAAI 2025
Harnessing Global-Local Collaborative Adversarial Perturbation for Anti-Customization
CVPR 2025
Multi-Agent Security Tax: Trading Off Security and Collaboration Capabilities in Multi-Agent Systems
AAAI 2025
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment
CVPR 2025
GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization
ACL 2025
Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training
ACL 2025
from Benign import Toxic: Jailbreaking the Language Model via Adversarial Metaphors
ACL 2025
People who frequently use ChatGPT for writing tasks are accurate and robust detectors of AI-generated text
ACL 2025
G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems
ACL 2025
PIG: Privacy Jailbreak Attack on LLMs via Gradient-based Iterative In-Context Optimization
ACL 2025
SpeechFake: A Large-Scale Multilingual Speech Deepfake Dataset Incorporating Cutting-Edge Generation Methods
ACL 2025
M2S: Multi-turn to Single-turn jailbreak in Red Teaming for LLMs
ACL 2025
AGD: Adversarial Game Defense Against Jailbreak Attacks in Large Language Models
ACL 2025
Assessing Visually-Continuous Corruption Robustness of Neural Networks Relative to Human Performance
WACV 2025
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