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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

Table Meets LLM: Can Large Language Models Understand Structured Table Data? A Benchmark and Empirical Study

Yuan Sui, Mengyu Zhou, Mingjie Zhou, Shi Han, Dongmei Zhang

The 17th ACM International Conference on Web Search and Data Mining (WSDM ’24) | March 2024

Project

Publication

NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries

Wei Zhao, Zhitao Hou, Siyuan Wu, Yan Gao, Haoyu Dong, Yao Wan, Hongyu Zhang, Yulei Sui, Haidong Zhang

EACL’2024 | March 2024

Publication

Wred: Workload Reduction for Scalable Index Tuning

Matteo Brucato, Tarique Siddiqui, Wentao Wu, Vivek Narasayya, Surajit Chaudhuri

Proceedings of the ACM on Management of Data (SIGMOD 2024) | March 2024, Vol 2(1)

Publication

Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless

Olga Poppe, Pankaj Arora, Sakshi Sharma, Jie Chen, Sachin Pandit, Rahul Sawhney, Vaishali Jhalani, Willis Lang, Qun Guo, Anupriya Inumella, Sanjana Dulipeta Sridhar, Dheren Gala, Nilesh Rathi, Morgan Oslake, Alexandru Chirica, Sarika Iyer, Prateek Goel, Ajay Kalhan

SIGMOD | March 2024

Video Project

Publication

Intelligent Pooling: Proactive Resource Provisioning in Large-scale Cloud Service

Deepak Ravikumar, Alex Yeo, Yiwen Zhu, Aditya Lakra, Harsha Nagulapalli, Santhosh Ravindran, Steve Suh, Niharika Dutta, Andrew Fogarty, Yoonjae Park, Sumeet Khushalani, Arijit Tarafdar, Kunal Parekh, Subru Krishnan, Yiwen Zhu, Subru Krishnan

Proc. VLDB Endow. | February 2024, Vol 17: pp. 1618-1627

Microsoft Research Blog

Research Focus: Week of February 19, 2024

February 21, 2024 | Anna Pavlenko, Joyce Cahoon, Yiwen Zhu, Brian Kroth, Jesús Camacho Rodríguez, Karla Saur, Sudipta Sinha, Stephen Schneider, Serena Hillman

In this issue: CaaSPER: vertical autoscaling algorithm dynamically maintains optimal CPU utilization; Improved scene landmark detection for camera localization runs faster, uses less storage; ESUS simplifies usability questionnaires for technical products and services.

Research Focus Week of February 19, 2024

Publication

Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries

Xinyi He, Mengyu Zhou, Xinrun Xu, Xiaojun Ma, Rui Ding, Lun Du, Yan Gao, Ran Jia, Xu Chen, Shi Han, Zejian Yuan, Dongmei Zhang

The 38th Annual AAAI Conference on Artificial Intelligence (AAAI ’24) | February 2024

Project

Microsoft Research Blog

Research Focus: Week of February 5, 2024

February 7, 2024 | Jordan Ash, Dipendra Misra, Tarique Siddiqui, Vivek Narasayya, Surajit Chaudhuri, Jianfeng Gao, Sumit Gulwani, Nicole Immorlica, Stefan Saroiu, Manik Varma, Xing Xie

Research Focus: New Research Forum series explores bold ideas in the era of AI; LASER improves reasoning in language models; Cache-Efficient Top-k Aggregation over High Cardinality Large Datasets; Six Microsoft researchers named 2023 ACM Fellows.

Publication

Stochastic gradient descent without full data shuffle: with applications to in-database machine learning and deep learning systems

Lijie Xu, Shuang Qiu, Binhang Yuan, Jiawei Jiang, Cedric Renggli, Shaoduo Gan, Kaan Kara, Guoliang Li, Ji Liu, Wentao Wu, Jieping Ye, Ce Zhang

VLDB Journal | February 2024

Publication

Xpert: Empowering Incident Management with Query Recommendations via Large Language Models

Yuxuan Jiang, Chaoyun Zhang, Shilin He, Zhihao Yang, Minghua Ma, Si Qin, Yu Kang, Yingnong Dang, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

ICSE’24 | February 2024

Project Project

Data platforms and analytics

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