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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

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

Group

E+D

Add this tag to projects and papers that involve staff who are within the E+D org. The Experiences + Devices organization is a group within Microsoft primarily centered on 1st party hardware and Microsoft 365…

Publication

Budget-aware Index Tuning with Reinforcement Learning (Extended Version)

Wentao Wu, Chi Wang, Tarique Siddiqui, Junxiong Wang, Vivek Narasayya, Surajit Chaudhuri, Phil Bernstein

ACM SIGMOD International Conference on Management of Data (SIGMOD 2022) | June 2022

Publication

LinkingPark: An automatic semantic table interpretation system

Shuang Chen, Alperen Karaoglu, Carina Negreanu, Tingting Ma, Jin-Ge Yao, Jack Williams, Feng Jiang, Andy Gordon, Chin-Yew Lin

Journal of Web Semantics | June 2022

Project Project Project

Publication

Statically Detecting Data Leakages in Data Science Code

Pavle Subotić, Uros Bojanić, Milan Stojić

International Workshop on the State Of the Art in Program Analysis | June 2022

Project

Data platforms and analytics

Highlights