← Learning Types

Machine Learning › Learning Types ›

Adversarial Learning

4854 directly classified papers

Papers per year

Papers

AT-Field: Rethinking the Games in Adversarial Training AAAI 2026

Vulnerability-Aware Robust Multimodal Adversarial Training AAAI 2026

Enhancing All-to-X Backdoor Attacks with Optimized Target Class Mapping AAAI 2026

Consensus Learning with Multi-Party Perturbation Triggers for Secure Model Access AAAI 2026

Fragile by Design: On the Limits of Adversarial Defenses in Personalized DreamBooth Generation AAAI 2026

ALERT: Adversarial Learning Enhanced Stability-aware Routing Transformer for Adaptive Depression Detection AAAI 2026

Drifting Away from Truth: GenAI-Driven News Diversity Challenges LVLM-Based Misinformation Detection AAAI 2026

HogVul: Black-box Adversarial Code Generation Framework Against LM-based Vulnerability Detectors AAAI 2026

Exploiting Synergistic Cognitive Biases to Bypass Safety in LLMs AAAI 2026

Unveiling the Fragility of Vision-Language Models: Multi-Modal Adversarial Synergy via Texture-Constrained Perturbations and Cross-Modal Optimization AAAI 2026

HFR-MKGC: Hierarchical Fusion Reasoning with MLLMs for Multi-modal Knowledge Graph Completion AAAI 2026

Hide and Seek with LLMs: An Adversarial Game for Sneaky Error Generation and Self-Improving Diagnosis AAAI 2026

Breaking the Adversarial Robustness-Performance Trade-off in Text Classification via Manifold Purification AAAI 2026

Uncovering and Mitigating Transient Blindness in Multimodal Model Editing AAAI 2026

Backdooring Rationalization AAAI 2026

LoopLLM: Transferable Energy-Latency Attacks in LLMs via Repetitive Generation AAAI 2026

C³TG: Conflict-aware, Composite, and Collaborative Controlled Text Generation AAAI 2026

Hidden in the Noise: Unveiling Backdoors in Audio LLMs Alignment Through Latent Acoustic Pattern Triggers AAAI 2026

Joint-GCG: Unified Gradient-Based Poisoning Attacks on Retrieval-Augmented Generation Systems AAAI 2026

The Emotional Baby Is Truly Deadly: Does Your Multimodal Large Reasoning Model Have Emotional Flattery Towards Humans? AAAI 2026

Semantics-Preserving Adversarial Attacks on Event-Driven Stock Prediction Models AAAI 2026

DETONATE – A Benchmark for Text-to-Image Alignment and Kernelized Direct Preference Optimization AAAI 2026

Adversarial Generation and Collaborative Evolution of Safety-Critical Scenarios for Autonomous Vehicles AAAI 2026

The Illusion of Fairness: Auditing Fairness Interventions in Algorithmic Hiring with Audit Studies AAAI 2026

Fractured Glass, Failing Cameras: Simulating Physics-Based Adversarial Samples for Autonomous Driving Systems AAAI 2026