Hello, I'm Audrey!

I am a third-year PhD student in Computer Science at UC Berkeley in the Sky Computing Lab advised by Ion Stoica and Natacha Crooks. My research focuses on transaction processing for database systems. Most recently, I have built TAOBench, a new transactional benchmark that captures Meta's social network workload.

Previously, I graduated with a BSE in Operations Research and Financial Engineering from Princeton University, where I was fortunate to work with Wyatt Lloyd and Kai Li. I have interned on the Themis team at Facebook, which focuses on providing stronger consistency and isolation guarantees for large-scale systems. I am grateful to be supported by a NSF Graduate Research Fellowship, a Meta PhD Research Fellowship, and a Berkeley Chancellor's Fellowship.

Latest News

Dec 2023
Mammoth Transactions accepted into VLDB 2024!
Mar 2023
DeToX accepted into OSDI 2023!
Apr 2022
TAOBench accepted into VLDB 2022!
Aug 2021
RAMP-TAO awarded Best Industry Paper at VLDB 2021!

Publications

Optimizing LLM Queries in Relational Workloads

Shu Liu,* Asim Biswal,* Audrey Cheng,* Xiangxi Mo, Shiyi Cao, Joseph E. Gonzalez, Ion Stoica, Matei Zaharia

[arxiv]

Mammoths are Slow: The Overlooked Transactions of Graph Data

Audrey Cheng, Jack Waudby, Hugo Firth, Natacha Crooks, Ion Stoica

VLDB 2024 [pdf][code]

Take Out the TraChe: Maximizing (Tra)nsactional Ca(che) Hit Rate

Audrey Cheng, David Chu, Terrance Li, Jason Chan, Natacha Crooks, Joseph M. Hellerstein, Ion Stoica, Xiangyao Yu

Meta Next-Generation Data Infrastructure Research Award

OSDI 2023 [pdf][code][blog post]

TAOBench: An End-to-End Benchmark for Social Network Workloads

Audrey Cheng, Xiao Shi, Aaron Kabcenell, Shilpa Lawande, Hamza Qadeer, Jason Chan, Harrison Tin, Ryan Zhao, Peter Bailis, Mahesh Balakrishnan, Nathan Bronson, Natacha Crooks, Ion Stoica

VLDB 2022 [pdf][code][Meta blog post][blog post]

RAMP-TAO: Layering Atomic Transactions on Facebook’s Online TAO Data Store

Audrey Cheng , Xiao Shi, Lu Pan, Anthony Simpson, Neil Wheaton, Shilpa Lawande, Nathan Bronson, Peter Bailis, Natacha Crooks, Ion Stoica

Best Industry Paper Award

VLDB 2021 [pdf][talk][blog post]

Ownership: A Distributed Futures System for Fine-Grained Dynamic Tasks

Stephanie Wang, Eric Liang, Edward Oakes, Benjamin Hindman, Frank Sifei Luan, Audrey Cheng, Ion Stoica

NSDI 2021 [pdf]

Gryff: Unifying Consensus and Shared Registers

Matthew Burke, Audrey Cheng, Wyatt Lloyd

NSDI 2020 [pdf][code]

Talks

“Take Out the TraChe: Maximizing (Tra)nsactional Ca(che) Hit Rate”
  • Sky Lab Winter 2023 Retreat (Monterey, CA): Jan. 2023.
  • Distributed Systems Meeting (Berkeley, CA): Nov. 2022.
  • Sky Lab Summer 2022 Retreat (Lake Tahoe, CA): Jun. 2022.
“TAOBench: An End-to-End Benchmark for Social Networking Workloads”
  • Pinterest Infra Talks (Palo Alto, CA): Dec. 2022.
  • HTAP Summit (Palo Alto, CA): Nov. 2022.
  • PingCAP Meetup (Berkeley, CA and Online): Sep. 2022.
  • Fifteenth TUC Meeting @ SIGMOD 2022 (Online): Jun. 2022.
  • Berkeley Database Seminar (Berkeley, CA): Feb. 2022.
  • Berkeley Progressive Systems Seminar (Online): Dec. 2021.
  • Deep-Dive Talks @ Facebook (Online): Sep. 2021.
“RAMP-TAO: Layering Atomic Transactions on Facebook’s Online TAO Data Store”
  • LinkedIn Big Data Platforms (Online): Mar 2022.
  • Meta Core Data Tech Talks (Online): Feb 2022.
  • RISELab Winter 2022 Retreat (Online): Jan 2022.
  • Berkeley Databases Seminar (Online): May 2021.
  • Berkeley Progressive Systems Seminar (Online): Apr. 2021.
“Gryff: Unifying Consensus and Shared Registers”
  • DB Engineering @ Facebook (Online): Aug. 2020.
“Unifying Caching Objectives with Learning Relaxed Belady”
  • Deep-Dive Talks @ Facebook (Online): Aug. 2020.
  • Princeton Senior Thesis Oral Presentation (Online): May 2020.

Fellowships and Awards

  • NSF Graduate Research Fellowship (2022)
  • Meta PhD Research Fellowship (2022)
  • Berkeley Chancellor's Fellowship (2020)
  • Berkeley EECS Excellence Award (2020)
  • Princeton Kenneth H. Condit '13 Prize (2020)
  • Princeton Phi Beta Kappa, Sigma Xi, Tau Beta Pi (2019, 2020)
  • Princeton George B. Wood Legacy Junior Prize (2019)
  • Princeton Shapiro Prize for Academic Excellence (2017, 2018)

Contact

You can reach me at accheng at berkeley dot edu. If you are a Berkeley undergrad interested in research, please contact me via email.
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