Adversarial Learning

Revealing the Truth with ConLLM for Detecting Multi-Modal Deepfakes EACL 2026 Robust Decentralized Multi-armed Bandits: From Corruption-Resilience to Byzantine-Resilience AAAI 2026 Robust Online Learning ALT 2026 SAFER-AiD: Saccade-Assisted Foveal-peripheral vision Enhanced Reconstruction for Adversarial Defense WACV 2026 SafetyReminder: Reviving Delayed Safety Awareness of Vision-Language Models to Defend Against Jailbreak Attacks AAAI 2026 SD-CSFL: A Synthetic Data-Driven Conformity Scoring Framework for Robust Federated Learning WACV 2026 Semantic Feature Purification for Adversarially-Aware RGB-T Tracking AAAI 2026 Semantics-Preserving Adversarial Attacks on Event-Driven Stock Prediction Models AAAI 2026 SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent Space EACL 2026 Spatial-Spectral Homogeneous Attacks on Physical-World Large Vision-Language Models AAAI 2026 SRD: Reinforcement-Learned Semantic Perturbation for Backdoor Defense in VLMs AAAI 2026 Stabilizing Cross-Modal Bidirectional Attribution: Few-Shot Adversarial Prompt Tuning for Robust Vision-Language Models AAAI 2026 STACK: Adversarial Attacks on LLM Safeguard Pipelines AAAI 2026 Stochastic Universal Adversarial Perturbations with Fixed Optimization Constraint and Ensured High-probability Transferability AAAI 2026 StyleBreak: Revealing Alignment Vulnerabilities in Large Audio-Language Models via Style-Aware Audio Jailbreak AAAI 2026 TeleAI at SemEval-2026 Task 3: Large Language Models for Dimensional Aspect-Based Sentiment Analysis SemEval 2026 Text-Guided Gradient Refinement: Resolving Multimodal Gradient Conflicts to Boost Adversarial Attacks on Vision-Language Models AAAI 2026 TextShield-R1: Reinforced Reasoning for Tampered Text Detection AAAI 2026 The Emotional Baby Is Truly Deadly: Does Your Multimodal Large Reasoning Model Have Emotional Flattery Towards Humans? AAAI 2026 The Illusion of Fairness: Auditing Fairness Interventions in Algorithmic Hiring with Audit Studies AAAI 2026 Thesis Proposal: Comparing Human and Model Perception of Writing Style under Controlled Perturbations EACL 2026 Time Shuffle: A Transferability-Booster for Multiple Audio Adversarial Tasks AAAI 2026 Timestep-Compressed Attack on Spiking Neural Networks Through Timestep-Level Backpropagation AAAI 2026 Towards Highly Transferable Vision-Language Attack via Semantic-Augmented Dynamic Contrastive Interaction CVPR 2026 ToxiGAN: Toxic Data Augmentation via LLM-Guided Directional Adversarial Generation EACL 2026