# adversarial-attacks
3 articlestagged with “adversarial-attacks”
Case Study: Adversarial Attacks on Autonomous Vehicle Perception Systems
Analysis of adversarial attacks targeting autonomous vehicle perception systems, including stop sign perturbation, phantom object injection, and LiDAR spoofing, with implications for safety-critical AI deployment.
case-studiesautonomous-vehiclesadversarial-attackscomputer-visionphysical-adversarialsafety-critical
Multimodal Embedding Attacks
Exploiting cross-modal embedding models like CLIP — adversarial image-text alignment manipulation, cross-modal injection, and attacks on multimodal retrieval systems.
multimodalclipcross-modalimage-embeddingsadversarial-attacks
Gradient-Based Attacks During Training
Technical deep dive into gradient-based attack methods that exploit training-time access, including gradient manipulation, adversarial weight perturbation, and training signal hijacking.
training-pipelinegradientsadversarial-attackstraining-security