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Data platforms and analytics

TaskWeaver: A code-first agent framework for efficient data analytics and domain adaptation

Garnet: an open-source, next-generation, faster cache-store for accelerating applications and services

GenAI for Industry - AI-generated image compilation of industrial blueprints from renewable energy to transporation and manufacturing

Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning

Enhanced autoscaling with VASIM: Vertical Autoscaling Simulator Toolkit

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Published Date

Publication

Make greenhouse-gas accounting reliable — build interoperable systems

Amy Luers, Leehi Yona, Christopher B. Field, Robert B. Jackson, Katharine J. Mach, Benjamin W. Cashore, Cynthia Elliott, Lauren Gifford, Colleen Honigsberg, Lena Klaassen, H. Damon Matthews, Andi Peng, Christian Stoll, Marian Van Pelt, Ross A. Virginia, Lucas Joppa

Nature | July 2022, Vol 607

Publication

No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices

Ruixuan Liu, Fangzhao Wu, Chuhan Wu, Yanlin Wang, Lingjuan Lyu, Hong Chen, Xing Xie

KDD 2022 | July 2022

Publication

Deploying a Steered Query Optimizer in Production at Microsoft

Wangda Zhang, Matteo Interlandi, Paul Mineiro, Shi Qiao, Nasim Ghazanfari, Karlen Lie, Marc Friedman, Rafah Hosn, Hiren Patel, Alekh Jindal

2022 International Conference on Management of Data | July 2022

Publication

RESIN: A Holistic Service for Dealing with Memory Leaks in Production Cloud Infrastructure

Chang Lou, Cong Chen, Peng Huang, Yingnong Dang, Si Qin, Xinsheng Yang, Xukun Li, Qingwei Lin 林庆维, Murali Chintalapati

OSDI’22 | July 2022

Project Project Project

Publication

SPINE: A Scalable Log Parser with Feedback Guidance

Xuheng Wang, Xu Zhang, Liqun Li, Shilin He, Hongyu Zhang, Yudong Liu, Lingling Zheng, Yu Kang, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang

2022 Foundations of Software Engineering (FSE) | July 2022

SIGSOFT Distinguished Paper Award

Project Project

Publication

Expressive Querying for Accelerating Visual Analytics

Tarique Siddiqui, Paul Luh, Zesheng Wang, Karrie Karahalios, Aditya Parameswaran

Communications of the ACM (CACM) | July 2022, Vol 65(7)

Research Highlight

Publication

Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks

Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang

IJCAI’2022 SURVEY TRACK | July 2022

Project

Publication

T-SMOTE: Temporal-oriented Synthetic Minority Oversampling Technique for Imbalanced Time Series Classification

Pu Zhao, Chuan Luo, Bo Qiao, Lu Wang, Saravan Rajmohan, Qingwei Lin 林庆维, D. Zhang

IJCAI 2022 | June 2022

Project

AIOps

In the past fifteen years, the most significant paradigm shift in the computing industry is the migration to cloud computing, which brings unprecedented opportunities of digital transformation to business, society, and human life. The implication…

Publication

VIP Hashing — Adapting to Skew in Popularity of Data on the Fly

Aarati Kakaraparthy, Jignesh M. Patel, Brian Kroth, Kwanghyun Park

VLDB 2022 | June 2022

Data platforms and analytics

Highlights