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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

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

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

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

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

…, Qingwei Lin 林庆维, …

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

Data platforms and analytics

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