84 citations · 223 across the 25 of their papers we have counts for
5 papers · 1 filter
ChainedFilter: Combining Membership Filters by Chain Rule
Haoyu Li, Liuhui Wang, Qizhi Chen +5
Membership (membership query / membership testing) is a fundamental problem across databases, networks and security. However, previous research has primarily focused on either appr…
Dirigo: Self-scaling Stateful Actors For Serverless Real-time Data Processing
Le Xu, Divyanshu Saxena, Neeraja J. Yadwadkar +2
We propose Dirigo, a distributed stream processing service built atop virtual actors. Dirigo achieves both a high level of resource efficiency and performance isolation driven by u…
CASSINI: Network-Aware Job Scheduling in Machine Learning Clusters
Sudarsanan Rajasekaran, Manya Ghobadi, Aditya Akella
We present CASSINI, a network-aware job scheduler for machine learning (ML) clusters. CASSINI introduces a novel geometric abstraction to consider the communication pattern of diff…
SFC: Near-Source Congestion Signaling and Flow Control
Yanfang Le, Jeongkeun Lee, Jeremias Blendin +11
State-of-the-art congestion control algorithms for data centers alone do not cope well with transient congestion and high traffic bursts. To help with these, we revisit the concept…
A Performance Verification Methodology for Resource Allocation Heuristics
Saksham Goel, Benjamin Mikek, Jehad Aly +3
Performance verification is a nascent but promising tool for understanding the performance and limitations of heuristics under realistic assumptions. Bespoke performance verificati…