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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

Data Debugging with Shapley Importance over Machine Learning Pipelines

Bojan Karlas, David Dao, Matteo Interlandi, Sebastian Schelter, Wentao Wu, Ce Zhang

International Conference on Learning Representations (ICLR 2024) | January 2024

Publication

Towards Lightweight, Model-Agnostic and Diversity-Aware Active Anomaly Detection

Xu Zhang, Yuan Zhao, Ziang Cui, Liqun Li, Shilin He, Qingwei Lin 林庆维, Yingnong Dang, S. Rajmohan, Dongmei Zhang

ICLR’23 | December 2023

Microsoft Research Blog

Research Focus: Week of December 18, 2023

December 20, 2023

In this issue of Research Focus: Optimized exit-augmented models for scalable efficient inference; NeurIPS LLM Efficiency Challenge; LLM-empowered automated data exploration; Boosting cloud efficiency with data-driven decision-making and optimization.

Publication

ML-Powered Index Tuning: An Overview of Recent Progress and Open Challenges

Tarique Siddiqui, Wentao Wu

SIGMOD Record | December 2023, Vol 52(4): pp. 19-30

Publication

Microsoft New Future of Work Report 2023

Jenna Butler, Sonia Jaffe, Nancy Baym, Mary Czerwinski, Shamsi Iqbal, Kate Nowak, Sean Rintel, Abigail Sellen, Mihaela Vorvoreanu, Najeeb G. Abdulhamid, Judith Amores, Reid Andersen, Kagonya Awori, Maxamed Axmed, danah boyd, James Brand, Georg Buscher, Dean Carignan, Martin Chan, Adam Coleman, Scott Counts, Madeleine Daepp, Adam Fourney, Daniel G. Goldstein, Andy Gordon, Aaron L Halfaker, Javier Hernandez, Jake Hofman, Jenny Lay-Flurrie, Vera Liao, Siân Lindley, Sathish Manivannan, Charlton Mcilwain, Subigya Nepal, Jennifer Neville, Stephanie Nyairo, Jacki O'Neill, Victor Poznanski, Gonzalo Ramos, Nagu Rangan, Lacey Rosedale, David Rothschild, Tara Safavi, Advait Sarkar, Ava Scott, Chirag Shah, Neha Parikh Shah, Teny Shapiro, Ryland Shaw, Auste Simkute, Jina Suh, Siddharth Suri, Ioana Tanase, Lev Tankelevitch, Adam Troy, Mengting Wan, Ryen W. White, Longqi Yang, Brent Hecht, Jaime Teevan

MSR-TR-2023-34 | December 2023

Published by Microsoft

Project Project

Publication

How Good are Machine Learning Clouds? Benchmarking Two Snapshots over 5 Years

Jiawei Jiang, Yi Wei, Yu Liu, Wentao Wu, Chuang Hu, Zhigao Zheng, Ziyi Zhang, Yingxia Shao, Ce Zhang

VLDB Journal | December 2023

Publication

Assessing GPT4-V on Structured Reasoning Tasks

Mukul Singh, José Cambronero, Sumit Gulwani, Vu Le, Gust Verbruggen

Preprint | December 2023

Publication

Cache-Efficient Top-k Aggregation over High Cardinality Large Datasets

Tarique Siddiqui, Vivek Narasayya, Marius Dumitru, Surajit Chaudhuri

Proceedings of the VLDB Endowment (VLDB 2024) | December 2023

Project

Query Optimization for Database Systems

The query optimizer is a crucial component in a relational database system and is responsible for finding a good execution plan for a SQL query. For cloud database service providers, the importance of query optimization…

Publication

GEqO: ML-Accelerated Semantic Equivalence Detection

Brandon Haynes, Rana Alotaibi, Anna Pavlenko, Jyoti Leeka, Alekh Jindal, Yuanyuan Tian

Proceedings of the ACM on Management of Data | December 2023

Data platforms and analytics

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