~/talks

Francis Y. Yan

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  • NSDI2 editions2020–2023

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titleconferencedate
Decouple and Decompose: Scaling Resource Allocation with DeDeOSDI '252025-07-07
DeDe reformulates large resource-allocation LPs/MIPs by making a matrix copy, applying ADMM to decouple row (resource) and column (demand) constraints, then…
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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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Towards Energy Efficient 5G vRAN ServersNSDI '252025-04-28
RENC adjusts CPU P‑states to use sub‑second workload variation, coupling MAC layer rate limiting with ordered frequency changes so throttling happens before…
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Diffy: Data-Driven Bug Finding for ConfigurationsPLDI 20242024-06-24
Diffy automatically synthesizes structured configuration templates with holes, then flags anomalous template parameters using unsupervised anomaly detection…
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Autothrottle: A Practical Bi-Level Approach to Resource Management for SLO-Targeted...21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
A bi-level framework called Autothrottle pairs lightweight per-service controllers (Captain) with an application-level learner (Tower) that outputs throttle…
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GRACE: Loss-Resilient Real-Time Video through Neural Codecs21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24)2024-04-16
A neural video codec that jointly trains encoder and decoder under simulated packet losses and randomly zeroed tensor partitions yields graceful quality…
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Tambur: Efficient loss recovery for videoconferencing via streaming codesNSDI 20232023-04-17
Tambur applies streaming codes tuned to videoconferencing, evaluated on Microsoft Teams traces and in emulated end-to-end calls after being implemented in C++…
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Learning in situ: a randomized experiment in video streamingNSDI 20202020-02-25
A randomized, blinded deployment streams 38.6 years of video to 63,508 users and shows huge statistical uncertainty: single-day experiments produce overlapping…
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