Kevin Hsieh

Orcid: 0000-0003-4154-4525

According to our database1, Kevin Hsieh authored at least 36 papers between 2011 and 2024.

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Bibliography

2024
NetVigil: Robust and Low-Cost Anomaly Detection for East-West Data Center Security.
Proceedings of the 21st USENIX Symposium on Networked Systems Design and Implementation, 2024

2023
Enhancing Network Management Using Code Generated by Large Language Models.
CoRR, 2023

Mitigating the Performance Impact of Network Failures in Public Clouds.
CoRR, 2023

RECL: Responsive Resource-Efficient Continuous Learning for Video Analytics.
Proceedings of the 20th USENIX Symposium on Networked Systems Design and Implementation, 2023

Enhancing Network Management Using Code Generated by Large Language Models.
Proceedings of the 22nd ACM Workshop on Hot Topics in Networks, 2023

Securing Public Clouds using Dynamic Communication Graphs.
Proceedings of the 22nd ACM Workshop on Hot Topics in Networks, 2023

Federated Learning under Distributed Concept Drift.
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022
FedSpace: An Efficient Federated Learning Framework at Satellites and Ground Stations.
CoRR, 2022

Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers.
Proceedings of the 19th USENIX Symposium on Networked Systems Design and Implementation, 2022

Matchmaker: Data Drift Mitigation in Machine Learning for Large-Scale Systems.
Proceedings of Machine Learning and Systems 2022, 2022

2021
Interpret-able feedback for AutoML systems.
CoRR, 2021

Towards a Cost vs. Quality Sweet Spot for Monitoring Networks.
Proceedings of the HotNets '21: The 20th ACM Workshop on Hot Topics in Networks, 2021

Interpretable Feedback for AutoML and a Proposal for Domain-customized AutoML for Networking.
Proceedings of the HotNets '21: The 20th ACM Workshop on Hot Topics in Networks, 2021

2020
The Non-IID Data Quagmire of Decentralized Machine Learning.
Proceedings of the 37th International Conference on Machine Learning, 2020


2019
Machine Learning Systems for Highly-Distributed and Rapidly-Growing Data.
CoRR, 2019

CoNDA: efficient cache coherence support for near-data accelerators.
Proceedings of the 46th International Symposium on Computer Architecture, 2019

2018
Flexible-Latency DRAM: Understanding and Exploiting Latency Variation in Modern DRAM Chips.
CoRR, 2018

Decoupling GPU Programming Models from Resource Management for Enhanced Programming Ease, Portability, and Performance.
CoRR, 2018

Zorua: Enhancing Programming Ease, Portability, and Performance in GPUs by Decoupling Programming Models from Resource Management.
CoRR, 2018

Enabling the Adoption of Processing-in-Memory: Challenges, Mechanisms, Future Research Directions.
CoRR, 2018

Focus: Querying Large Video Datasets with Low Latency and Low Cost.
CoRR, 2018

Focus: Querying Large Video Datasets with Low Latency and Low Cost.
Proceedings of the 13th USENIX Symposium on Operating Systems Design and Implementation, 2018

A Case for Richer Cross-Layer Abstractions: Bridging the Semantic Gap with Expressive Memory.
Proceedings of the 45th ACM/IEEE Annual International Symposium on Computer Architecture, 2018

The Locality Descriptor: A Holistic Cross-Layer Abstraction to Express Data Locality In GPUs.
Proceedings of the 45th ACM/IEEE Annual International Symposium on Computer Architecture, 2018

2017
LazyPIM: Efficient Support for Cache Coherence in Processing-in-Memory Architectures.
CoRR, 2017

LazyPIM: An Efficient Cache Coherence Mechanism for Processing-in-Memory.
IEEE Comput. Archit. Lett., 2017

Toward standardized near-data processing with unrestricted data placement for GPUs.
Proceedings of the International Conference for High Performance Computing, 2017

Gaia: Geo-Distributed Machine Learning Approaching LAN Speeds.
Proceedings of the 14th USENIX Symposium on Networked Systems Design and Implementation, 2017

D-SLATS: Distributed Simultaneous Localization and Time Synchronization.
Proceedings of the 18th ACM International Symposium on Mobile Ad Hoc Networking and Computing, 2017

2016
Understanding Latency Variation in Modern DRAM Chips: Experimental Characterization, Analysis, and Optimization.
Proceedings of the 2016 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Science, 2016

Zorua: A holistic approach to resource virtualization in GPUs.
Proceedings of the 49th Annual IEEE/ACM International Symposium on Microarchitecture, 2016

Transparent Offloading and Mapping (TOM): Enabling Programmer-Transparent Near-Data Processing in GPU Systems.
Proceedings of the 43rd ACM/IEEE Annual International Symposium on Computer Architecture, 2016

Accelerating pointer chasing in 3D-stacked memory: Challenges, mechanisms, evaluation.
Proceedings of the 34th IEEE International Conference on Computer Design, 2016

2015
Fast Bulk Bitwise AND and OR in DRAM.
IEEE Comput. Archit. Lett., 2015

2011
Optical diagnostics of electrical discharge water spray reactors for chemical synthesis.
Proceedings of the 2011 IEEE Industry Applications Society Annual Meeting, 2011


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