Adversarial Learning

MacPrompt: Maraconic-Guided Jailbreak Against Text-to-Image Models AAAI 2026 MageBench: Bridging Large Multimodal Models to Agents WACV 2026 MAGIC: Mastering Physical Adversarial Generation in Context Through Collaborative LLM Agents AAAI 2026 Manipulating the Mind’s Eye: A-SAGE, the Attention-Based Attack on ViT Explainability AAAI 2026 MedHastra at SemEval-2026 Task 13: Stylometric Ensembles and Transformer Fine-Tuning for Robust AI Code Detection, Attribution, and Adversarial Analysis SemEval 2026 Meta-GAIN for Missing Data Imputation AAAI 2026 Misclassification-Aware Robust Learning from Multiple Human Labelers (Student Abstract) AAAI 2026 Mitigating Backdoor Attacks via Trigger Reconstruction and Model Hardening WACV 2026 Modulation-Based Backdoors: Leveraging Amplitude and Frequency Patterns to Attack Speaker Recognition AAAI 2026 Multi-granularity Intent Modeling with Adversarial Robustness for Sequential Recommendation AAAI 2026 Multimodal Adversarial Defense for Vision-Language Models by Leveraging One-To-Many Relationships WACV 2026 ObjectAdv: Object-Level Unrestricted Adversarial Attacks via Diffusion Models AAAI 2026 ORSO QGen: Odds-Ratio Steerable Optimization for Controlling Question Generation EACL 2026 OTI: A Model-free and Visually Interpretable Measure of Image Attackability AAAI 2026 Patch Your Matcher: Correspondence-Aware Image-to-Image Translation Unlocks Cross-Modal Matching via Single-Modality Priors WACV 2026 Phantom Menace: Exploring and Enhancing the Robustness of VLA Models Against Physical Sensor Attacks AAAI 2026 Poisoning with a Pill: Circumventing Detection in Federated Learning AAAI 2026 Potent but Stealthy: Rethink Profile Pollution Against Sequential Recommendation via Bi-Level Constrained Reinforcement Paradigm AAAI 2026 Privacy on the Fly: A Predictive Adversarial Transformation Network for Mobile Sensor Data AAAI 2026 Prompting Adversarial Transferability via Path Flatness Attack AAAI 2026 Quality-Aware Adversarial Ensemble for Singer Identification in 1960s Tamil Film Music EACL 2026 R-AVST: Empowering Video-LLMs with Fine-Grained Spatio-Temporal Reasoning in Complex Audio-Visual Scenarios AAAI 2026 Reason2Attack: Jailbreaking Text-to-Image Models via LLM Reasoning AAAI 2026 Regularized Robustly Reliable Learners ALT 2026 Rethinking Target Label Conditioning in Adversarial Attacks: A 2D Tensor-Guided Generative Approach AAAI 2026