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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

Video

Causality-Guided Adaptive Interventional Debugging

June 2, 2021 | Anna Fariha

Authors: Anna Fariha, Suman Nath, Alexandra Meliou Abstract: Runtime nondeterminism is a fact of life in modern database applications. Previous research has shown that nondeterminism can cause applications to intermittently crash, become unresponsive, or experience…

11:44

Video

SQuID: Example-Driven Query Intent Discovery

June 1, 2021 | Anna Fariha

Example-Driven Query Intent Discovery: Abductive Reasoning using Semantic Similarity (SIGMOD 2019) Talk at Microsoft PROSE.

14:47

Publication

Instance-Optimized Data Layouts for Cloud Analytics Workloads

Jialin Ding, Umar Farooq Minhas, Badrish Chandramouli, Chi Wang, Yinan Li, Ying Li, Donald Kossmann, Johannes Gehrke, Tim Kraska

SIGMOD 2021 | June 2021

Publication

Lattice: A Vision for Machine Learning, Data Engineering, and Policy Considerations for Digital Agriculture at Scale

Somali Chaterji, Nathan DeLay, John Evans, Nathan Mosier, Bernard Engel, Dennis Buckmaster, Michael R. Ladisch, Ranveer Chandra

IEEE Open Journal of the Computer Society | June 2021, Vol 2

Publication

Asynchronous Prefix Recoverability for Fast Distributed Stores

Tianyu Li, Badrish Chandramouli, Jose Faleiro, Donald Kossmann, Sam Madden

SIGMOD 2021 | June 2021

Project

Publication

Towards Demystifying Serverless Machine Learning Training

Jiawei Jiang, Shaoduo Gan, Yue Liu, Fanlin Wang, Gustavo Alonso, Ana Klimovic, Ankit Singla, Wentao Wu, Ce Zhang

ACM SIGMOD International Conference on Management of Data (SIGMOD 2021) | June 2021

Publication

RLNF: Reinforcement Learning based Noise Filtering for Click-Through Rate Prediction

Pu Zhao, …, Qingwei Lin 林庆维, …

SIGIR 2021 | June 2021

Project

Publication

LightNE: A Lightweight Graph Processing System for Network Embedding

Jiezhong Qiu, Laxman Dhulipala, Jie Tang, Richard Peng, Chi Wang

Proceedings of the 2021 International Conference on Management of Data (SIGMOD 2021) | June 2021

Project

Publication

KEA: Tuning an Exabyte-Scale Data Infrastructure

Yiwen Zhu, Subru Krishnan, Konstantinos Karanasos, Isha Tarte, Conor Power, Abhishek Modi, Manoj Kumar, Deli Zhang, Deli Zhang, Kartheek Muthyala, Nick Jurgens, Sarvesh Sakalanaga, Sudhir Darbha, Minu Iyer, Ankita Agarwal, Carlo Curino

SIGMOD | June 2021

Publication

Towards understanding end-to-end learning in the context of data: machine learning dancing over semirings & Codd’s table

Wentao Wu, Ce Zhang

DEEM@SIGMOD 2021 | June 2021

Data platforms and analytics

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