XIN LIU

Chief Senior Researcher

National Institute of Advanced Industrial Science and Technology (AIST)

Japan

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About

Xin Liu is a Chief Senior Researcher at the National Institute of Advanced Industrial Science and Technology (AIST) in Japan. His research focuses on class-incremental learning, large-scale pre-training applications, and antimicrobial resistance using electronic health records. Recent work includes advancements in commonsense reasoning through novel model integrations and data-driven approaches to improve entity extraction and classification in imagery.

Articles (10)

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2025

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JAPAN

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XIN LIU

Research Interests

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About

Articles (10)

Antimicrobial resistance recommendations via electronic health records with graph representation and patient population modeling

Weight-aware tasks for evaluating knowledge graph embeddings

Estimating the plausibility of commonsense statements by novelly fusing large language model and graph neural network

Advancing ALS Applications with Large-Scale Pre-Training: Framework, Dataset, and Downstream Assessment

Future-proofing class-incremental learning

Implicit knowledge-augmented prompting for commonsense explanation generation

Memory augmented using diffusion model for class-incremental learning

Balancing Embedding Spectrum for Recommendation

Learnable Resized and Laplacian-Filtered U-Net: Better Road Marking Extraction and Classification on Sparse-Point-Cloud-Derived Imagery

A Decoupling and Aggregating Framework for Joint Extraction of Entities and Relations

Collaborators (5)

Qiang Ma

Shaowen Peng

Kyoung-Sook Kim

Zheng Chen

Masashi Matsuoka

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