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Neil Agarwal

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Mowgli: Passively Learned Rate Control for Real-Time VideoNSDI '252025-04-28
Mowgli trains a rate controller entirely offline from production GCC telemetry, using soft actor critic plus conservative Q-learning and distributional critics…
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Boggart: Towards General-Purpose Acceleration of Retrospective Video AnalyticsNSDI 20232023-04-17
Boggart builds a preprocessor that uses classical CV—background subtraction, morphological ops, connected components, keypoints and descriptors—to produce…
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Gemel: Model Merging for Memory-Efficient, Real-Time Video Analytics at the EdgeNSDI 20232023-04-17
Gemel is a system that jointly retrains and merges layers and weights across edge vision models so one copy of shared layers fits in GPU memory, combined with…
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Privid: Practical, Privacy-Preserving Video Analytics Queries19th USENIX Symposium on Networked Systems Design and Implementation (NSDI '22)2022-04-04
Privid defines ρ,K,ε-event-duration privacy and enforces it by splitting video into chunks, running analyst-provided black-box neural nets per chunk, then…
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