Search Results for author: Lingze Zeng

Found 4 papers, 0 papers with code

NeurDB: An AI-powered Autonomous Data System

no code implementations7 May 2024 Beng Chin Ooi, Shaofeng Cai, Gang Chen, Kian Lee Tan, Yuncheng Wu, Xiaokui Xiao, Naili Xing, Cong Yue, Lingze Zeng, Meihui Zhang, Zhanhao Zhao

In the wake of rapid advancements in artificial intelligence (AI), we stand on the brink of a transformative leap in data systems.

Powering In-Database Dynamic Model Slicing for Structured Data Analytics

no code implementations1 May 2024 Lingze Zeng, Naili Xing, Shaofeng Cai, Gang Chen, Beng Chin Ooi, Jian Pei, Yuncheng Wu

This SQL-aware MoE technique scales up the modeling capacity, enhances effectiveness, and preserves efficiency by activating only necessary experts via the gating network during inference.

Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis

no code implementations10 Apr 2023 Changshuo Liu, Wenqiao Zhang, Beng Chin Ooi, James Wei Luen Yip, Lingze Zeng, Kaiping Zheng

In this paper, we propose a universal COhort Representation lEarning (CORE) framework to augment EHR utilization by leveraging the fine-grained cohort information among patients.

Representation Learning

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