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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 Formats in Analytical DBMSs: Performance Trade-offs and Future Directions

Chunwei Liu, Anna Pavlenko, Matteo Interlandi, Brandon Haynes

ArXiv | November 2024, Vol abs/2411.14331

Best Research Paper Runner-Up (VLDB 2023)

Publication

SpotLight: Accurate, Explainable and Efficient Anomaly Detection for Open RAN

Chuanhao Sun, Ujjwal Pawar, Molham Khoja, Xenofon Foukas, Mahesh K. Marina, Bozidar Radunovic

ACM MobiCom ’24 | November 2024

Project

Publication

SilvanForge: A Schedule-Guided Retargetable Compiler for Decision Tree Inference

Ashwin Prasad, Sampath Rajendra, Kaushik Rajan, R Govindarajan, Uday Bondhugula

2024 Symposium on Operating Systems Principles | November 2024

Project

Microsoft Research Blog

Research Focus: Week of November 11, 2024

November 13, 2024

Holistic motion-capture calibration technique without calibration, manual intervention or custom hardware; Research on AI agents for autonomous clouds; Automating proof-oriented program construction; One-to-many testing for natural language code generation.

Research Focus: Week of November 11, 2024

Publication

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Haoyu Dong, Yuzhang Tian, Jianbo Zhao, Junyu Xiong, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

Project

Publication

Counter-Empirical Attacking based on Adversarial Reinforcement Learning for Time-Relevant Scoring System

Xiangguo Sun, Hong Cheng, Hang Dong, Bo Qiao, Si Qin, Qingwei Lin 林庆维

TKDE’24 | November 2024

Publication

Deoxys: A Causal Inference Engine for Unhealthy Node Mitigation in Large-scale Cloud Infrastructure

Chaoyun Zhang, Randolph Yao, Si Qin, Ze Li, Shekhar Agrawal, Binit R. Mishra, Tri Tran, Minghua Ma, Qingwei Lin 林庆维, Murali Chintalapati, Dongmei Zhang

SOCC’24 | November 2024

Publication

TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning

Yuan Sui, Jiaru Zou, Mengyu Zhou, Xinyi He, Lun Du, Shi Han, Dongmei Zhang

The 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP ’24) | November 2024

Project

Publication

Rhythm of Work: Mixed-methods Characterization of Information Workers Scheduling Preferences and Practices

Lu Sun, Lillio Mok, Shilad Sen, Bahar Sarrafzadeh

2024 Conference on Computer Supported Cooperative Work | November 2024

Project

Project Egypt

Technology to enable widespread availability of greenhouse gas data and insights Greenhouse gas (GHG) concentrations have continued to grow, fueling the climate crisis. Yet, measuring GHG emissions efficiently and at scale remains surprisingly elusive due…

Data platforms and analytics

Highlights