Zhichun Guo | DeepAI

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∙ 09/02/2023

Pure Message Passing Can Estimate Common Neighbor for Link Prediction

Message Passing Neural Networks (MPNNs) have emerged as the de facto sta...

0 Kaiwen Dong, et al. ∙

∙ 05/27/2023

What indeed can GPT models do in chemistry? A comprehensive benchmark on eight tasks

Large Language Models (LLMs) with strong abilities in natural language p...

0 Taicheng Guo, et al. ∙

∙ 11/29/2022

FakeEdge: Alleviate Dataset Shift in Link Prediction

Link prediction is a crucial problem in graph-structured data. Due to th...

0 Kaiwen Dong, et al. ∙

∙ 10/12/2022

Boosting Graph Neural Networks via Adaptive Knowledge Distillation

Graph neural networks (GNNs) have shown remarkable performance on divers...

0 Zhichun Guo, et al. ∙

∙ 10/11/2022

Linkless Link Prediction via Relational Distillation

Graph Neural Networks (GNNs) have been widely used on graph data and hav...

9 Zhichun Guo, et al. ∙

∙ 09/17/2022

Flashlight: Scalable Link Prediction with Effective Decoders

Link prediction (LP) has been recognized as an important task in graph l...

0 Yiwei Wang, et al. ∙

∙ 08/22/2022

NOSMOG: Learning Noise-robust and Structure-aware MLPs on Graphs

While Graph Neural Networks (GNNs) have demonstrated their efficacy in d...

0 Yijun Tian, et al. ∙

∙ 07/08/2022

Graph-based Molecular Representation Learning

Molecular representation learning (MRL) is a key step to build the conne...

0 Zhichun Guo, et al. ∙

∙ 05/24/2022

Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks

Learning effective recipe representations is essential in food studies. ...

0 Yijun Tian, et al. ∙

∙ 05/24/2022

RecipeRec: A Heterogeneous Graph Learning Model for Recipe Recommendation

Recipe recommendation systems play an essential role in helping people d...

0 Yijun Tian, et al. ∙

∙ 04/07/2022

A Survey of Multi-task Learning in Natural Language Processing: Regarding Task Relatedness and Training Methods

Multi-task learning (MTL) has become increasingly popular in natural lan...

0 Zhihan Zhang, et al. ∙

∙ 03/19/2022

SD2: Slicing and Dicing Scholarly Data for Interactive Evaluation of Academic Performance

Comprehensively evaluating and comparing researchers' academic performan...

0 Zhichun Guo, et al. ∙

∙ 04/15/2021

Sentence-Permuted Paragraph Generation

Generating paragraphs of diverse contents is important in many applicati...

0 Wenhao Yu, et al. ∙

∙ 02/16/2021

Few-Shot Graph Learning for Molecular Property Prediction

The recent success of graph neural networks has significantly boosted mo...

0 Zhichun Guo, et al. ∙

∙ 01/28/2020

Improving Generalizability of Fake News Detection Methods using Propensity Score Matching

Recently, due to the booming influence of online social networks, detect...

0 Bo Ni, et al. ∙

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