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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

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

Publication

InsightPilot: An LLM-Empowered Automated Data Exploration System

Rui Ding, Shi Han, Dongmei Zhang

EMNLP 2023 | December 2023

Publication

Mitigating Tail Catastrophe in Steered Database Query Optimization with Risk-Averse Contextual Bandits

Mónika Farsang, Paul Mineiro, Wangda Zhang

Machine Learning for Systems Workshop at 37th NeurIPS Conference | December 2023

2023, New Orleans, LA, USA

Publication

Aegis: Attribution of Control Plane Change Impact across Layers and Components for Cloud Systems

…, Qingwei Lin 林庆维, …

December 2023

Publication

LexLIP: Lexicon-Bottlenecked Language-Image Pre-Training for Large-Scale Image-Text Sparse Retrieval

Ziyang Luo, Pu Zhao, Can Xu, Xiubo Geng, Tao Shen, Chongyang Tao, Jing Ma, Qingwei Lin 林庆维, Daxin Jiang

ICCV’23 | December 2023

Publication

Open Datasheets: Machine-readable Documentation for Open Datasets and Responsible AI Assessments

Anthony Cintron Roman, Jennifer Wortman Vaughan, Valerie See, Steph Ballard, Nicolas Schifano, Jehú Torres, Caleb Robinson, Juan M. Lavista Ferres

December 2023

Github Project

Publication

STEAM: Observability-Preserving Trace Sampling

Shilin He, Botao Feng, Liqun Li, Xu Zhang, Yu Kang, Qingwei Lin 林庆维, S. Rajmohan, Dongmei Zhang

FSE’23 Industry | November 2023

Publication

Diffusion-Based Time Series Data Imputation for Cloud Failure Prediction at Microsoft 365

Fangkai Yang, Wenjie Yin, Lu Wang, Tianci Li, Pu Zhao, Bo Liu, Paul Wang, Bo Qiao, Yudong Liu, Mårten Björkman, S. Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

FSE’23 Industry | November 2023

Video

Large Scale Intelligent Microservices – IEEE Big Data 2020 Paper Presentation

November 16, 2023

Deploying Machine Learning (ML) algorithms within databases is a challenge due to the varied computational footprints of modern ML algorithms and the myriad of database technologies each with their own restrictive syntax. We introduce an…

17:32

Publication

Learning Arithmetic Formulas in the Presence of Noise: A General Framework and Applications to Unsupervised Learning

Pritam Chandra, Ankit Garg, Neeraj Kayal, Kunal Mittal, Tanmay Sinha

Electronic Colloquium on Computational Complexity, 2023 | November 2023

Data platforms and analytics

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