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

Mitigating Feature Gap for Adversarial Robustness by Feature Disentanglement AAAI 2025

On the Robustness of Distributed Machine Learning Against Transfer Attacks AAAI 2025

Cultivating Archipelago of Forests: Evolving Robust Decision Trees Through Island Coevolution AAAI 2025

Rethinking the Adversarial Robustness of Multi-Exit Neural Networks in an Attack-Defense Game CVPR 2025

DROWN: Towards Tighter LiRPA-based Robustness Certification COLING 2025

Kill two birds with one stone: generalized and robust AI-generated text detection via dynamic perturbations NAACL 2025

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

FedAA: A Reinforcement Learning Perspective on Adaptive Aggregation for Fair and Robust Federated Learning AAAI 2025

Enhancing Robustness in Incremental Learning with Adversarial Training AAAI 2025

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

SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection EMNLP 2025

Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking EMNLP 2025

Model Unlearning via Sparse Autoencoder Subspace Guided Projections EMNLP 2025

Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios EMNLP 2025

TempParaphraser: “Heating Up” Text to Evade AI-Text Detection through Paraphrasing EMNLP 2025

PBCAT: Patch-Based Composite Adversarial Training against Physically Realizable Attacks on Object Detection ICCV 2025

Staining and Locking Computer Vision Models Without Retraining ICCV 2025

Extractive Fact Decomposition for Interpretable Natural Language Inference in one Forward Pass EMNLP 2025

Boost Embodied AI Models with Robust Compression Boundary IJCAI 2025

Random at GenAI Detection Task 3: A Hybrid Approach to Cross-Domain Detection of Machine-Generated Text with Adversarial Attack Mitigation COLING 2025

A Multi-Granularity Clustering Approach for Federated Backdoor Defense with the Adam Optimizer IJCAI 2025

On Effects of Steering Latent Representation for Large Language Model Unlearning AAAI 2025

PROSAC: Provably Safe Certification for Machine Learning Models under Adversarial Attacks AAAI 2025

Is your benchmark truly adversarial? AdvScore: Evaluating Human-Grounded Adversarialness NAACL 2025

Everywhere Attack: Attacking Locally and Globally to Boost Targeted Transferability AAAI 2025