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MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
MadEye is a camera–server system that actively reorients commodity PTZ cameras, runs a fast search over rotations/zooms, and uses on‑camera lightweight…
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ADR-X: ANN-Assisted Wireless Link Rate Adaptation for Compute-Constrained Embedded...21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
System achieves 10× lower packet loss (down to 0.1–0.5% versus typical 2–10%) while running ~100× faster than prior RL work, with inference taking 170–380 μs…
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Alohamora: Reviving HTTP/2 Push and Preload by Adapting Policies On the FlyNSDI ’212021-04-12
Alohomora uses reinforcement learning to pick per-load HTTP/2 push and preload actions, trains one model per cluster of structurally similar pages, and…
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