research
∙
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...
share
research
∙
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...
research
∙
11/29/2022
FakeEdge: Alleviate Dataset Shift in Link Prediction
Link prediction is a crucial problem in graph-structured data. Due to th...
research
∙
10/12/2022
Boosting Graph Neural Networks via Adaptive Knowledge Distillation
Graph neural networks (GNNs) have shown remarkable performance on divers...
research
∙
10/11/2022
Linkless Link Prediction via Relational Distillation
Graph Neural Networks (GNNs) have been widely used on graph data and hav...
research
∙
09/17/2022
Flashlight: Scalable Link Prediction with Effective Decoders
Link prediction (LP) has been recognized as an important task in graph l...
research
∙
08/22/2022
NOSMOG: Learning Noise-robust and Structure-aware MLPs on Graphs
While Graph Neural Networks (GNNs) have demonstrated their efficacy in d...
research
∙
07/08/2022
Graph-based Molecular Representation Learning
Molecular representation learning (MRL) is a key step to build the conne...
research
∙
05/24/2022
Recipe2Vec: Multi-modal Recipe Representation Learning with Graph Neural Networks
Learning effective recipe representations is essential in food studies. ...
research
∙
05/24/2022
RecipeRec: A Heterogeneous Graph Learning Model for Recipe Recommendation
Recipe recommendation systems play an essential role in helping people d...
research
∙
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...
research
∙
03/19/2022
SD2: Slicing and Dicing Scholarly Data for Interactive Evaluation of Academic Performance
Comprehensively evaluating and comparing researchers' academic performan...
research
∙
04/15/2021
Sentence-Permuted Paragraph Generation
Generating paragraphs of diverse contents is important in many applicati...
research
∙
02/16/2021
Few-Shot Graph Learning for Molecular Property Prediction
The recent success of graph neural networks has significantly boosted mo...
research
∙
01/28/2020