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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

Pre-training Summarization Models of Structured Datasets for Cardinality Estimation

Yao Lu, Srikanth Kandula, Arnd Christian König, Surajit Chaudhuri

VLDB | November 2021

Project

Publication

Leveraging query logs and machine learning for parametric query optimization

Kapil Vaidya, Anshuman Dutt, Vivek Narasayya, Surajit Chaudhuri

VLDB 2022 | November 2021

Project

Table Interpretation

Bringing out the power of semantics in tabular data Tables are commonly used to organize information, playing a key role in data analytics, scientific research, and business communication. The ability to automatically extract semantics in…

Publication

Design and Implementation of a Mobile Urban Low-Cost Environmental Sensor Network

Alex Cabral, Asta Roseway, Paul Johns

IEEE 2021 | October 2021

Project

Publication

Representation Learning via Variational Bayesian Networks

Oren Barkan, Avi Caciularu, Idan Rejwan, Ori Katz, Jonathan Weill, Itzik Malkiel, Noam Koenigstein

30th ACM International Conference on Information and Knowledge Management | October 2021

Publication

Large-Scale Information Extraction under Privacy-Aware Constraints

Rajeev Gupta, Ranganath Kondapally

2021 Conference on Information and Knowledge Management | October 2021

Publication

HALO: Hierarchy-aware Fault Localization for Cloud Systems

Xu Zhang, Chao Du, Yifan Li, Yong Xu, Hongyu Zhang, Si Qin, Ze Li, Qingwei Lin 林庆维, Yingnong Dang, Andrew Zhou, Saravanakumar Rajmohan, Dongmei Zhang

SigKDD’21 Applied Data Science Track | October 2021

Project Project

Publication

An Efficient Partition-based Distributed Agglomerative Hierarchical Clustering Algorithm for Deduplication

Yue Wang, Vivek Narasayya, Yeye He, Surajit Chaudhuri

MSR-TR-2021-22 | October 2021

Published by Microsoft

Publication

Changes in Intent: Behavioral Predictions of Distributed SDN Controller Reconfiguration

Yuming Wu, Nishok Narasimha Mohanasamy, Lalita Jagadeesan, Muntasir Raihan Rahman

The 32nd International Symposium on Software Reliability Engineering (ISSRE 2021) | October 2021

Publication

DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems

Bailu Ding, Surajit Chaudhuri, Johannes Gehrke, Vivek Narasayya

VLDB 2022 | October 2021

Project

Data platforms and analytics

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