Showing cs.CRShow all
3 papers · 1 filter
cs.CR2026
TrackShield: An Efficient Runtime Defense Against Availability Attacks on High-Performance Real-Time Multi-Object Tracking
Zonghua Gu, Julian Singh-Smith, Junlin Liao +1
High-performance camera-based perception pipelines must sustain per-frame real-time budgets on resource-constrained embedded GPU platforms. Availability attacks such as SlowTrack i…
cs.CR2026
Deep Learning Latency Attacks and Defenses: A Cross-Domain Survey of Availability Threats
Zonghua Gu, Zeyu Gao, Amin Saremi +1
Adversarial machine learning has focused mainly on integrity, but availability is an increasingly consequential complement. Latency attacks (also energy-latency attacks) increase i…
cs.CR2026
TrackFlood: Relocating Latency Attacks from NMS-Free Detectors to Real-Time Trackers
Zonghua Gu, Julian Singh-Smith, Junlin Liao +2
We consider latency attacks on object detectors, where the attacker's goal is not to corrupt a prediction but to make the system fail to respond in time, targeting real-time applic…