most citedPrivacy for Free: Communication-Efficient Learning with Differential Privacy Using Sketches

40 citations · 87 across the 6 of their papers we have counts for

collaborators

6 papers

cs.NI2020

Sketchy With a Chance of Adoption: Can Sketch-Based Telemetry Be Ready for Prime Time?

Zaoxing Liu, Hun Namkung, Anup Agarwal +4

Sketching algorithms or sketches have emerged as a promising alternative to the traditional packet sampling-based network telemetry solutions. At a high level, they are attractive…

cs.NI20201 cited

Unleashing In-network Computing on Scientific Workloads

Daehyeok Kim, Ankush Jain, Zaoxing Liu +4

Many recent efforts have shown that in-network computing can benefit various datacenter applications. In this paper, we explore a relatively less-explored domain which we argue can…

cs.LG201940 cited

Privacy for Free: Communication-Efficient Learning with Differential Privacy Using Sketches

Tian Li, Zaoxing Liu, Vyas Sekar +1

Communication and privacy are two critical concerns in distributed learning. Many existing works treat these concerns separately. In this work, we argue that a natural connection e…

cs.DS20194 cited

Memory-Efficient Performance Monitoring on Programmable Switches with Lean Algorithms

Zaoxing Liu, Samson Zhou, Ori Rottenstreich +2

Network performance problems are notoriously difficult to diagnose. Prior profiling systems collect performance statistics by keeping information about each network flow, but maint…

cs.LG201923 cited

Enhancing the Privacy of Federated Learning with Sketching

Zaoxing Liu, Tian Li, Virginia Smith +1

In response to growing concerns about user privacy, federated learning has emerged as a promising tool to train statistical models over networks of devices while keeping data local…

cs.DC201919 cited

DistCache: Provable Load Balancing for Large-Scale Storage Systems with Distributed Caching

Zaoxing Liu, Zhihao Bai, Zhenming Liu +5

Load balancing is critical for distributed storage to meet strict service-level objectives (SLOs). It has been shown that a fast cache can guarantee load balancing for a clustered…