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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

Learning Cooperative Oversubscription for Cloud by Chance-Constrained Multi-Agent Reinforcement Learning

Junjie Sheng, Lu Wang, Fangkai Yang, Bo Qiao, Hang Dong, Xiangfeng Wang, Bo Jin, Jun Wang, Si Qin, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

WWW ’23 | April 2023

Publication

HAPENS: Hardness-Personalized Negative Sampling for Implicit Collaborative Filtering

Haoxin Liu, Pu Zhao, Si Qin, Yong Shi, Mirror Xu, Qingwei Lin 林庆维, Dongmei Zhang

WWW ’23 Companion | April 2023

Publication

Multi-Agent Reinforcement Learning with Shared Policy for Cloud Quota Management Problem

Tong Cheng, Hang Dong, Lu Wang, Bo Qiao, Si Qin, Qingwei Lin 林庆维, Dongmei Zhang, Saravan Rajmohan, Thomas Moscibroda

WWW’23 Companion | April 2023

Publication

Automatic Feasibility Study via Data Quality Analysis for ML: A Case-Study on Label Noise

Cedric Renggli, Luka Rimanic, Luka Kolar, Wentao Wu, Ce Zhang

IEEE 39th International Conference on Data Engineering (ICDE 2023) | April 2023

Tool

GA4GH TES on Azure

This project is an implementation of the GA4GH Task Execution Service (TES), that provides distributed batch task execution on Microsoft Azure. The TES API is an effort to define a standardized schema and API for describing…

GitHub

Publication

T-ReX: Optimizing Pattern Search on Time Series (Extended Version)

Silu Huang, Erkang (Eric) Zhu, Surajit Chaudhuri, Leonhard Spiegelberg

MSR-TR-2023-12 | March 2023

Published by Microsoft

Publication

High-Performance Row Pattern Recognition Using Joins

Erkang (Eric) Zhu, Silu Huang, Surajit Chaudhuri

Proceedings of the VLDB Endowment | February 2023, Vol 16(5): pp. 1181-1194

Publication

SizePairs: Achieving Stable and Balanced Temporal Treemaps using Hierarchical Size-based Paring

Chang Han, Jaemin Jo, Anyi Li, Bongshin Lee, Oliver Deussen, Yunhai Wang

IEEE Transactions on Visualization and Computer Graphics (VIS 2022) | February 2023

Publication

Challenging but Connective: Large-Scale Characteristics of Synchronous Collaboration Across Time Zones

Lillio Mok, Lu Sun, Shilad Sen, Bahar Sarrafzadeh

CHI Conference on Human Factors in Computing Systems | February 2023

Project

Video

On Learning-Aware Mechanism Design

January 11, 2023 | Michael I. Jordan

Statistical decisions are often given meaning in the context of other decisions, particularly when there are scarce resources to be shared. Managing such sharing is one of the classical goals of microeconomics, and it is…

01:22:54

Data platforms and analytics

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