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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

Assess and Summarize: Improve Outage Understanding with Large Language Models

Pengxiang Jin, Shenglin Zhang, Minghua Ma, Haozhe Li, Yu Kang, Liqun Li, Yudong Liu, Bo Qiao, Chaoyun Zhang, Pu Zhao, Shilin He, Federica Sarro, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

ESEC/FSE 2023 | November 2023

Project Project

Publication

TraceDiag: Adaptive, Interpretable, and Efficient Root Cause Analysis on Large-Scale Microservice Systems

Ruomeng Ding, Chaoyun Zhang, Lu Wang, Yong Xu, Ming-Jie Ma, Xiaomin Wu, Meng Zhang, Qingjun Chen, Xin Gao, Xue‐Chao Gao, Hao Fan, S. Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

FSE’23 Industry | October 2023

Publication

Flexible Resource Allocation for Relational Database-as-a-Service

Pankaj Arora, Surajit Chaudhuri, Sudipto Das, Junfeng Dong, Cyril George, Ajay Kalhan, Arnd Christian König, Willis Lang, Changsong Li, Feng Li, Jiaqi Liu, Lukas M. Maas, Akshay Mata, Ishai Menache, Justin Moeller, Vivek Narasayya, Matthaios Olma, Morgan Oslake, Elnaz Rezai, Yi Shan, Manoj Syamala, Shize Xu, Vasileios Zois

49th International Conference on Very Large Data Bases | October 2023

Project

Publication

Achieving Microsecond-Scale Tail Latency Efficiently with Approximate Optimal Scheduling

Rishabh Iyer, Musa Unal, Marios Kogias, George Candea

SOSP 2023 | October 2023

Microsoft Research Blog

Understanding the user: How the Enterprise System Usability Scale aligns with user reality

October 18, 2023 | Stephen Schneider, Serena Hillman

This position research paper was presented at the 26th ACM Conference on Computer-Supported Cooperative Work and Social Computing (opens in new tab) (CSCW 2023), a premier venue for research on the design and use of…

Microsoft at CSCW 2023 conference highlights

Microsoft Research Blog

Research Focus: Week of October 9, 2023

October 11, 2023 | Lester Mackey

Research Focus: Principal researcher Lester Mackey recognized for pioneering statistical and ML techniques; Pareto frontiers in neural feature learning; structural inequality in the influencer industry; new research on cardinality estimation.

Publication

CODEC: Cost-Effective Duration Prediction System for Deadline Scheduling in the Cloud

Haozhe Li, Ming-Jie Ma, Yudong Liu, Si Qin, Bo Qiao, Randolph Yao, Harshwardhan Chaturvedi, Tri Tran, Murali Chintalapati, S. Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

2023 IEEE 34th International Symposium on Software Reliability Engineering (ISSRE) | October 2023, pp. 298-308

Publication

Conservative State Value Estimation for Offline Reinforcement Learning

Liting Chen, Jie Yan, Zhengdao Shao, Lu Wang, Qingwei Lin 林庆维, Dongmei Zhang

NeurIPS 2023 | October 2023

Publication

FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Carina Negreanu, Elnaz Nouri, Mohammad Raza, Gust Verbruggen

50th International Conference on Very Large Data Bases (VLDB 24) | October 2023

Publication

CODEC: Cost-Effective Duration Prediction System for Deadline Scheduling in the Cloud

Haozhe Li, Minghua Ma, Yudong Liu, Si Qin, Bo Qiao, Randolph Yao, Harshwardhan Chaturvedi, Tri Tran, Murali Chintalapati, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

ISSRE’23 | October 2023

Data platforms and analytics

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