David Lo

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 11

Top Topics

Machine Learning Systems

Electrical Energy

Unsupervised Learning

Top Venues

Publications

Varun Gohil, Sundar Dev, Gaurang Upasani, David Lo, Parthasarathy Ranganathan, Christina Delimitrou
The Importance of Generalizability in Machine Learning for Systems. IEEE Comput. Archit. Lett. 23 (1) (2024)
Yu Gan, Mingyu Liang, Sundar Dev, David Lo, Christina Delimitrou
Enabling Practical Cloud Performance Debugging with Unsupervised Learning. ACM SIGOPS Oper. Syst. Rev. 56 (1) (2022)
Yu Gan, Mingyu Liang, Sundar Dev, David Lo, Christina Delimitrou
Practical and Scalable ML-Driven Cloud Performance Debugging With Sage. IEEE Micro 42 (4) (2022)
Yu Gan, Mingyu Liang, Sundar Dev, David Lo, Christina Delimitrou
Sage: practical and scalable ML-driven performance debugging in microservices. ASPLOS (2021)
Yu Gan, Mingyu Liang, Sundar Dev, David Lo, Christina Delimitrou
Sage: Using Unsupervised Learning for Scalable Performance Debugging in Microservices. CoRR (2021)
Yu Gan, Mingyu Liang, Sundar Dev, David Lo, Christina Delimitrou
Sage: Leveraging ML to Diagnose Unpredictable Performance in Cloud Microservices. CoRR (2021)
Shaohong Li, Xi Wang, Xiao Zhang, Vasileios Kontorinis, Sreekumar Kodakara, David Lo, Parthasarathy Ranganathan
Thunderbolt: Throughput-Optimized, Quality-of-Service-Aware Power Capping at Scale. OSDI (2020)
Kostis Kaffes, Dragos Sbirlea, Yiyan Lin, David Lo, Christos Kozyrakis
Leveraging application classes to save power in highly-utilized data centers. SoCC (2020)
Sundar Dev, David Lo, Liqun Cheng, Parthasarathy Ranganathan
Autonomous Warehouse-Scale Computers. DAC (2020)
Haishan Zhu, David Lo, Liqun Cheng, Rama Govindaraju, Parthasarathy Ranganathan, Mattan Erez
Kelp: QoS for Accelerated Machine Learning Systems. HPCA (2019)
David Lo, Liqun Cheng, Rama Govindaraju, Parthasarathy Ranganathan, Christos Kozyrakis
Improving Resource Efficiency at Scale with Heracles. ACM Trans. Comput. Syst. 34 (2) (2016)
David Lo, Liqun Cheng, Rama Govindaraju, Parthasarathy Ranganathan, Christos Kozyrakis
Heracles: improving resource efficiency at scale. ISCA (2015)
David Lo, Liqun Cheng, Rama Govindaraju, Luiz André Barroso, Christos Kozyrakis
Towards energy proportionality for large-scale latency-critical workloads. ISCA (2014)
David Lo, Christos Kozyrakis
Dynamic management of TurboMode in modern multi-core chips. HPCA (2014)
Daniel Sánchez, David Lo, Richard M. Yoo, Jeremy Sugerman, Christos Kozyrakis
Dynamic Fine-Grain Scheduling of Pipeline Parallelism. PACT (2011)