Adversarial Learning

Backdooring Rationalization AAAI 2026 Beyond Immediate Activation: Temporally Decoupled Backdoor Attacks on Time Series Forecasting AAAI 2026 Beyond Single-Point Perturbation: A Hierarchical, Manifold-Aware Approach to Diffusion Attacks AAAI 2026 Boosting Adversarial Transferability via Ensemble Non-Attention AAAI 2026 Boosting the Robustness-Accuracy Trade-off of SNNs by Robust Temporal Self-Ensemble AAAI 2026 Bootstrapping LLMs via Preference-Based Policy Optimization AAAI 2026 Breaking the Adversarial Robustness-Performance Trade-off in Text Classification via Manifold Purification AAAI 2026 C³TG: Conflict-aware, Composite, and Collaborative Controlled Text Generation AAAI 2026 CamPI: Physical Adversarial Examples through Camera Power Signal Injection CVPR 2026 Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation AAAI 2026 Certified but Fooled! Breaking Certified Defenses with Ghost Certificates AAAI 2026 CertMask: Certifiable Defense Against Adversarial Patches via Theoretically Optimal Mask Coverage AAAI 2026 Cheating Stereo Matching in Full-Scale: Physical Adversarial Attack Against Binocular Depth Estimation in Autonomous Driving AAAI 2026 Clean-Label Physical Backdoor Attacks with Data Distillation AAAI 2026 CluCERT: Certifying LLM Robustness via Clustering-Guided Denoising Smoothing AAAI 2026 Cluster-Guided Adversarial Perturbations for Robust Contrastive Learning WACV 2026 Consensus Learning with Multi-Party Perturbation Triggers for Secure Model Access AAAI 2026 CP-FREEZER: Latency Attacks Against Vehicular Cooperative Perception AAAI 2026 Crafting Adversarial Inputs for Large Vision-Language Models Using Black-Box Optimization EACL 2026 Creating Blank Canvas Against AI-enabled Image Forgery AAAI 2026 DAMASHA: Detecting AI in Mixed Adversarial Texts via Segmentation with Human-interpretable Attribution EACL 2026 Data-Driven Lipschitz Continuity: A Cost-Effective Approach to Improve Adversarial Robustness WACV 2026 Debiased Dual-Invariant Defense for Adversarially Robust Person Re-Identification AAAI 2026 De-Speakerizing Accented ASR: Measuring and Mitigating Speaker Entanglement for Fair, Reliable Recognition AAAI 2026 DETONATE – A Benchmark for Text-to-Image Alignment and Kernelized Direct Preference Optimization AAAI 2026