TGViewer
Graph Machine Learning Graph Machine Learning @graphml · 6.59K subscribers
Post #732 3.69K
OGB Large Scale Challenge 2022 Winners

The OGB team has just announced the winners of the annual Large Scale Challenge - the Graphcore team celebrates a double win: top-1 entries in graph regression and link prediction!

Notably, most of the winning top-3 models in all tracks are ensembles. The final results:

Track 1: Node Classification on MAG240M:

1) Baidu - RUniMP and positional encodings
2) Michigan State Uni / TigerGraph - APPNP + relational GAT, 10-model ensemble
3) Beijing Institute of Technology / Zhipu AI / Tsinghua University - MDGNN, 15-model ensemble

Track 2: Link prediction and KG completion on WikiKG90M v2:

1) Graphcore - ensemble of 85 shallow embedding models
2) Microsoft Research Asia - ensemble of 13 shallow models and 10 manual features
3) Tencent - ensemble of 6 models

Track 3: Graph Regression on PCQM4M v2:

1) Graphcore / Mila / Valence Discovery - GPS++ (the improved version of GraphGPS covered in this channel), 112 model ensemble
2) Microsoft Research AI4Science - Transformer-M + ViSNet, 22 model ensemble
2) NVIDIA / UCLA - ensemble of Transformer-M, GNN, and ResNet
MSR and NVIDIA share the joint 2nd place due to reporting exactly the same MAE on the test set.
Open Graph Benchmark OGB-LSC @ NeurIPS 2022 Learn about competition results and winning solutions
More from @graphml
  1. Mar 18, 2026🚀 LOGML 2026 — Mentor Applications Open (Deadline extended!) The LOGML (London Geometry a…
  2. Feb 28, 2026PhD Position in Graph Learning at the University of Vienna, Austria A PhD student position…
  3. Feb 16, 2026Uni Leipzig looking for a motivated student for a PhD position in Graph Machine Learning a…
  4. Oct 2, 2025Tired of evaluating your graph ML models on Cora, CiteSeer, and PubMed? We have a better b…
  5. Oct 2, 2025How can we create general-purpose graph foundation models? (by Dmitry Eremeev) For a long…
  6. Sep 21, 2025GraphML News (September 2025) - Stanford Graph Learning WS, MoML, RF Diffusion 3 While the…
Threads Profile ViewerView any public Threads profile without an account.Open ThreadLook →Writing with AI? Make it sound human.Metric37 rewrites AI drafts so they read naturally. Free AI detector, 1,500 words free.Try Metric37 →