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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

A Matrix Chernoff Bound for Markov Chains and Its Application to Co-occurrence Matrices

Jiezhong Qiu, Chi Wang, Ben Liao, RIchard Peng, Jie Tang

NeurIPS 2020 | December 2020

Project

Publication

Large-Scale Intelligent Microservices

Mark Hamilton, Nick Gonsalves, Christina Lee, Anand Raman, Brendan Walsh, Siddhartha Prasad, Dalitso Banda, Lucy Zhang, Lei Zhang, William T. Freeman

IEEE Big Data | December 2020

Video Project

Event

Accessible Computer Science Education Fall Workshop

November 17, 2020 – November 19, 2020 | Virtual/Online

The Accessible Learning Fall Workshop will be three intensive days of talks, discussions and planning for new research dedicated to improving learning experiences for people with disabilities. At this event, we will build a research…

Young blind person learning to code tactilely using Code Jumper pods as teacher looks on. Photo by Jonathan Banks.

Publication

Leveraging Administrative Data for Bias Audits: Assessing Disparate Coverage with Mobility Data for COVID-19 Policy

Amanda Coston, Neel Guha, Derek Ouyang, Lisa Lu, Alex Chouldechova, Daniel E. Ho

2021 ACM Conference on Fairness, Accountability, and Transparency | November 2020

Publication

Towards intelligent incident management: why we need it and how we make it

Zhuangbin Chen, Yu Kang, Liqun Li, Xu Zhang, Hongyu Zhang, Hui Xu, Yangfan Zhou, Li Yang, Jeffrey Sun, Zhangwei Xu, Yingnong Dang, Feng Gao, Pu Zhao, Bo Qiao, Qingwei Lin 林庆维, Dongmei Zhang, Michael R. Lyu

2020 Foundations of Software Engineering | November 2020

Publication

Identifying linked incidents in large-scale online service systems

Yujun Chen, Xian Yang, Hang Dong, Xiaoting He, Hongyu Zhang, Qingwei Lin 林庆维, Junjie Chen, Pu Zhao, Yu Kang, Feng Gao, Zhangwei Xu, Dongmei Zhang

2020 Foundations of Software Engineering | November 2020

Publication

Efficient incident identification from multi-dimensional issue reports via meta-heuristic search

Jiazhen Gu, Chuan Luo, Si Qin, Bo Qiao, Qingwei Lin 林庆维, Hongyu Zhang, Ze Li, Yingnong Dang, Shaowei Cai, Wei Wu, Yangfan Zhou, Murali Chintalapati, Dongmei Zhang

ESEC/FSE’20 | November 2020

Project

Publication

How to mitigate the incident? an effective troubleshooting guide recommendation technique for online service systems.

Jiajun Jiang, Weihai Lu, Junjie Chen, Qingwei Lin 林庆维, Pu Zhao, Yu Kang, Hongyu Zhang, Yingfei Xiong, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang

2020 Foundations of Software Engineering | November 2020

Video

CDO roundtable: Generating business value through data quality

November 5, 2020 | Juan M. Lavista Ferres

Effective data management and analysis requires trustworthy data in order to meet the business’ need for relevant insights. The true value of implemented solutions will remain unrealized if core data quality is a concern. In…

01:01:54

Publication

Generalized Sub-Query Fusion for Eliminating Redundant I/O from Big-Data Queries

Partho Sarthi, Kaushik Rajan, Akash Lal, Abhishek Modi, Prakhar Jain, Mo Liu, Ashit Gosalia, Saurabh Kalikar

Symposium on Operating Systems Design and Implementation (OSDI) | November 2020

Project

Data platforms and analytics

Highlights