VLDB 2026 Research / reviewers in the wild / expert
Junwei Gong
dblp:275/6653
· DBLP profile ↗
2ranked-venue papers
1as first author
2since 2021 · last 2026
0009-0000-0218-8105ORCID · corroborated
Domains — the database's venue-derived domains; a paper can count in several
Artificial intelligence and machine learning · 1 · 1 since 2021Databases, data management, data science and information retrieval · 1 · 1 first-author · 1 since 2021Applied, interdisciplinary, general and emerging computing · 1 · 1 first-author · 1 since 2021
Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.
| Artificial intelligence
1 paper |
Graph learning · 60% Trustworthy machine learning · 20% Deep learning architectures and training · 20% |
Topics — the 5 heaviest of 5, each with the papers that count most for it
| Topic | Weight | Papers | Last | Evidence papers |
|---|---|---|---|---|
Machine learning › Graph learning › graph neural network
graph data augmentation |
1.0 | 1 | 2026 | negMIX: Negative Mixup for OOD Generalization in Open-Set Node Classification · WWW 2026 |
Machine learning › Deep learning architectures and training › data augmentation
mixup |
1.0 | 1 | 2026 | negMIX: Negative Mixup for OOD Generalization in Open-Set Node Classification · WWW 2026 |
Machine learning › Graph learning › graph neural network
node classification |
1.0 | 1 | 2026 | negMIX: Negative Mixup for OOD Generalization in Open-Set Node Classification · WWW 2026 |
Machine learning › Graph learning › open-world graph learning
open-set node classification |
1.0 | 1 | 2026 | negMIX: Negative Mixup for OOD Generalization in Open-Set Node Classification · WWW 2026 |
Machine learning › Trustworthy machine learning
out-of-distribution generalization |
1.0 | 1 | 2026 | negMIX: Negative Mixup for OOD Generalization in Open-Set Node Classification · WWW 2026 |
Methods — techniques the papers use, named apart from their topics
negative mixup · 1.0
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2026 | negMIX: Negative Mixup for OOD Generalization in Open-Set Node Classification
Junwei Gong, Xiao Shen 0001, Shirui Pan, Xiao Wang 0017, Xi Zhou 0009 |
WWW | 1 |
| 2026 | Prototypical multi-source graph contrastive domain adaptation
Xiao Shen 0001, Chuanyun Lin, Junwei Gong, Xi Zhou 0009 |
Pattern Recognit. | 4 |