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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

ProNE: Fast and Scalable Network Representation Learning

Jie Zhang, Yuxiao Dong, Yan Wang, Jie Tang, Ming Ding

International Joint Conference on Artificial Intelligence (IJCAI) | August 2019

Project

Publication

Selectivity Estimation for Range Predicates using Lightweight Models

Anshuman Dutt, Chi Wang, Azade Nazi, Srikanth Kandula, Vivek Narasayya, Surajit Chaudhuri

45th International Conference on Very Large Data Bases (VLDB 2019) | August 2019

Project

Publication

FishStore: Fast Ingestion and Indexing of Raw Data

Badrish Chandramouli, Dong Xie, Yinan Li, Donald Kossmann

PVLDB Vol. 12 No. 12 | August 2019

Demo paper

Project

Publication

OAG: Toward Linking Large-scale Heterogeneous Entity Graphs

Fanjin Zhang, Xiao Liu, Jie Tang, Yuxiao Dong, Peiran Yao, Jie Zhang, Xiaotao Gu, Yan Wang, Bin Shao, Rui Li, Kuansan Wang

ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) | August 2019

Project Project

Publication

Customizable and Scalable Fuzzy Join for Big Data

Zhimin Chen, Yue Wang, Vivek Narasayya, Surajit Chaudhuri

International Conference on Very Large Data Bases (PVLDB) | August 2019

Project

Publication

Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation

Jiaqi GUO, Zecheng Zhan, Yan GAO, Yan XIAO, Jian-Guang Lou, Ting LIU, Dongmei Zhang

ACL19 | August 2019

Publication

You can’t always sketch what you want: Understanding Sensemaking in Visual Query Systems

Doris Lee, John Lee, Tarique Siddiqui, Jaewoo Kim, Karrie Karahalios, Aditya Parameswaran

IEEE Transactions on Visualization and Computer Graphics | August 2019

Publication

Contextual Fact Ranking and Its Applications in Table Synthesis and Compression

Silu Huang, Jialu Liu, Flip Korn, Xuezhi Wang, You Wu, Dale Markowitz, Cong Yu

25TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING (KDD) | August 2019

Publication

Fast Approximation of Empirical Entropy via Subsampling

Chi Wang, Bailu Ding

25TH ACM SIGKDD CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING | August 2019

Video Project Project

Video

How good is your classifier? Revisiting the role of evaluation metrics in machine learning

July 31, 2019 | Sanmi Koyejo

With the increasing integration of machine learning into real systems, it is crucial that trained models are optimized to reflect real-world tradeoffs. Increasing interest in proper evaluation has led to a wide variety of metrics…

57:01

Data platforms and analytics

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