434 citations · 851 across the 20 of their papers we have counts for
20 papers
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…
CoMesh: Fully-Decentralized Control for Sense-Trigger-Actuate Routines in Edge Meshes
Anna Karanika, Rui Yang, Xiaojuan Ma +3
While mesh networking for edge settings (e.g., smart buildings, farms, battlefields, etc.) has received much attention, the layer of control over such meshes remains largely centra…
Transactional Panorama: A Conceptual Framework for User Perception in Analytical Visual Interfaces
Dixin Tang, Alan Fekete, Indranil Gupta +1
Many tools empower analysts and data scientists to consume analysis results in a visual interface, such as a dashboard. When the underlying data changes, these results need to be u…
Baechi: Fast Device Placement of Machine Learning Graphs
Beomyeol Jeon, Linda Cai, Chirag Shetty +6
Machine Learning graphs (or models) can be challenging or impossible to train when either devices have limited memory, or models are large. To split the model across devices, learn…
Banyan: A Scoped Dataflow Engine for Graph Query Service
Li Su, Xiaoming Qin, Zichao Zhang +6
Graph query services (GQS) are widely used today to interactively answer graph traversal queries on large-scale graph data. Existing graph query engines focus largely on optimizing…
Move Fast and Meet Deadlines: Fine-grained Real-time Stream Processing with Cameo
Le Xu, Shivaram Venkataraman, Indranil Gupta +2
Resource provisioning in multi-tenant stream processing systems faces the dual challenges of keeping resource utilization high (without over-provisioning), and ensuring performance…