Adversarial Learning

Frictional Agent Alignment Framework: Slow Down and Don’t Break Things ACL 2025 From Allies to Adversaries: Manipulating LLM Tool-Calling through Adversarial Injection NAACL 2025 From Head to Tail: Efficient Black-box Model Inversion Attack via Long-tailed Learning CVPR 2025 From Insight to Exploit: Leveraging LLM Collaboration for Adaptive Adversarial Text Generation EMNLP 2025 FS-KEN: Few-shot Knowledge Graph Reasoning by Adversarial Negative Enhancing IJCAI 2025 FVGen: Accelerating Novel-View Synthesis with Adversarial Video Diffusion Distillation ICCV 2025 Gain from Neighbors: Boosting Model Robustness in the Wild via Adversarial Perturbations Toward Neighboring Classes CVPR 2025 Gandalf the Red: Adaptive Security for LLMs ICML 2025 Generative Adversarial Diffusion ICCV 2025 Generic Adversarial Attack Framework Against Vertical Federated Learning IJCAI 2025 GLEAM: Enhanced Transferable Adversarial Attacks for Vision-Language Pre-training Models via Global-Local Transformations ICCV 2025 GOLD: Graph Out-of-Distribution Detection via Implicit Adversarial Latent Generation ICLR 2025 GOODLIAR: A Reinforcement Learning-Based Deceptive Agent for Disrupting LLM Beliefs on Foundational Principles ACL 2025 GOttack: Universal Adversarial Attacks on Graph Neural Networks via Graph Orbits Learning ICLR 2025 GRADA: Graph-based Reranking against Adversarial Documents Attack EMNLP 2025 Gradient Masters at BLP-2025 Task 1: Advancing Low-Resource NLP for Bengali using Ensemble-Based Adversarial Training for Hate Speech Detection AACL 2025 Gradient-Reweighted Adversarial Camouflage for Physical Object Detection Evasion ICCV 2025 Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation EMNLP 2025 Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt. Generation for Enhanced LLM Content Moderation ACL 2025 GraphProt: Certified Black-Box Shielding Against Backdoored Graph Models IJCAI 2025 Graph-R1: Incentivizing the Zero-Shot Graph Learning Capability in LLMs via Explicit Reasoning EMNLP 2025 GSBA^K: top-K Geometric Score-based Black-box Attack ICLR 2025 GSE: Group-wise Sparse and Explainable Adversarial Attacks ICLR 2025 Guardian of the Ensembles: Introducing Pairwise Adversarially Robust Loss for Resisting Adversarial Attacks in DNN Ensembles WACV 2025 Guardians of Image Quality: Benchmarking Defenses Against Adversarial Attacks on Image Quality Metrics ICML 2025