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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

HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation

Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

ACL 2022 Main Track | May 2022

Project

Publication

Computation Reuse via Fusion in Amazon Athena

Nicolas Bruno, Johnny Debrodt, Chujun Song, Wei Zheng

2022 IEEE 38th International Conference on Data Engineering (ICDE) | April 2022, pp. 1610-1620

Tool

Project Iris

Github link to Iris – pretrained summarization models for structured datasets and cardinality estimation.

Access

Publication

UniParser: A Unified Log Parser for Heterogeneous Log Data

Yudong Liu, Xu Zhang, Shilin He, Hongyu Zhang, Liqun Li, Yu Kang, Yong Xu, Minghua Ma, Qingwei Lin 林庆维, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang

TheWebConf 2022 | April 2022

Project Project

Publication

Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts

Beibin Li, Yao Lu, Srikanth Kandula

SIGMOD | April 2022

Publication

Netherite: Efficient Execution of Serverless Workflows

Sebastian Burckhardt, Badrish Chandramouli, Chris Gillum, David Justo, Konstantinos Kallas, Connor McMahon, Christopher S. Meiklejohn, Xiangfeng Zhu

VLDB 2022 | April 2022

Publication

Spot Virtual Machine Eviction Prediction in Microsoft Cloud

Fangkai Yang, Bowen Pang, Jue Zhang, Bo Qiao, Lu Wang, Camille Couturier, Chetan Bansal, Soumya Ram, Si Qin, Zhen Ma, Íñigo Goiri, Eli Cortez, Senthil Baladhandayutham, Victor Rühle, Saravan Rajmohan, Qingwei Lin 林庆维, Dongmei Zhang

WWW’22 Companion | April 2022

Publication

Automatic Loss Function Search for Predict-Then-Optimize Problems with Strong Ranking Property

Boshi Wang, Jialin Yi, Hang Dong, Bo Qiao, Chuan Luo, Qingwei Lin 林庆维

ICLR 2022 | April 2022

Project

Publication

Zeus: Efficiently Localizing Actions in Videos using Reinforcement Learning

Pramod Chunduri, Jaeho Bang, Yao Lu, Joy Arulraj

SIGMOD | April 2022

Publication

Building an efficient key-value store in a flexible address space

Chen Chen, Wenshao Zhong, Xingbo Wu

EuroSys ’22: Proceedings of the Seventeenth European Conference on Computer Systems | March 2022

Data platforms and analytics

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