# temporal
8 articlestagged with “temporal”
Temporal Dynamics of Injection Success
Research on how injection success rates change over time with model updates and defense evolution.
Video Model Attacks
Video understanding model security, frame-level vs temporal attacks, how video models process sequences, and the complete attack surface overview.
Temporal Manipulation & Frame Injection
Techniques for injecting adversarial frames into video streams, temporal consistency attacks, and single-frame injection for behavior change in video AI models.
Video Frame Injection Attacks
Inserting adversarial frames into video to exploit video understanding models: temporal injection, keyframe manipulation, subliminal frame attacks, and detection evasion.
Video Temporal Frame Injection
Injecting adversarial frames at specific temporal positions in video streams processed by video understanding models.
Attacks on Video Understanding Models
Techniques for attacking AI video understanding systems through frame injection, temporal manipulation, and adversarial video generation targeting models like Gemini 2.5 Pro.
Temporal Injection Attacks
Exploiting time-dependent behavior in models including seasonal safety variations and update window exploitation.
Time-Based Injection Attacks
Attacks that exploit temporal aspects of model interaction including conversation history management, cache behavior, and session handling.