adversarial robustness

1335 papers

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Also known as

UAP PAR ADV AR

Co-occurring keywords

adversarial training (1261) adversarial attack (1599) neural network (6616) adversarial example (563) adversarial learning (1592) model robustness (478) adversarial defense (324) large language model (12755) certified robustness (116) adversarial perturbation (376)

Papers

Stochastic Universal Adversarial Perturbations with Fixed Optimization Constraint and Ensured High-probability Transferability AAAI 2026

Learning to Compress Graphs via Dual Agents for Consistent Topological Robustness Evaluation AAAI 2026

Beyond Training-time Poisoning: Component-level and Post-training Backdoors in Deep Reinforcement Learning AAAI 2026

Rethinking Deep Alignment Through the Lens of Incomplete Safety Learning AAAI 2026

EquaCode: A Multi-Strategy Jailbreak Approach for Large Language Models via Equation Solving and Code Completion AAAI 2026

AD2: Analysis and Detection of Adversarial Threats in Visual Perception for End-to-End Autonomous Driving Systems WACV 2026

ReMedQA: Are We Done With Medical Multiple-Choice Benchmarks? EACL 2026

Now You Hear Me: Audio Narrative Attacks Against Large Audio–Language Models EACL 2026

Evaluating Adversarial Robustness of Concept Representations in Sparse Autoencoders EACL 2026

DAMASHA: Detecting AI in Mixed Adversarial Texts via Segmentation with Human-interpretable Attribution EACL 2026

ART: Attention-Regularized Transformers for Multi-Modal Robustness EACL 2026

Authority Backdoor: A Certifiable Backdoor Mechanism for Authoring DNNs AAAI 2026

MPD-SGR: Robust Spiking Neural Networks with Membrane Potential Distribution-Driven Surrogate Gradient Regularization AAAI 2026

FRBAT: Conditionally-Visible Physical Backdoor Attack via Fluorescence AAAI 2026

Tuning for Two Adversaries: Enhancing the Robustness Against Transfer and Query-Based Attacks Using Hyperparameter Tuning AAAI 2026

SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation AAAI 2026

On Robustness of Linear Classifiers to Targeted Data Poisoning AAAI 2026

Bant: Byzantine Antidote via Trial Function and Trust Scores AAAI 2026

Boosting the Robustness-Accuracy Trade-off of SNNs by Robust Temporal Self-Ensemble AAAI 2026

Feature Compression May Be the Root Cause of Adversarial Fragility in Neural Network Classifiers (Student Abstract) AAAI 2026

Drifting Away from Truth: GenAI-Driven News Diversity Challenges LVLM-Based Misinformation Detection AAAI 2026

Token-Context Attention for NLI: An Alternative to Self-Attention AAAI 2026

Model-Agnostic Sentiment Distribution Stability Analysis for Robust LLM-Generated Texts Detection AAAI 2026

ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks CVPR 2025

Precision vs. Perturbation: Robustness Analysis of Synonym Attacks in Ukrainian NLP ACL 2025