KumoRFM-2: The Most Powerful Predictive Model, for Humans and Agents

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Research

Advancing the science of graph learning

Peer-reviewed papers, technical reports, and open-source contributions from the Kumo AI research team.

Latest publications

Explore our latest research across graph neural networks, relational learning, and predictive AI.

Systems & InfrastructureApr 14, 2026

KumoRFM-2: Scaling Foundation Models for Relational Learning

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Jure Leskovec
Matthias Fey
Valter Hudovernik
Federico Lopez
Vid Kocijan
Akihiro Nitta
Jan Eric Lenssen

Jure, Matthias, Valter, Federico, Vid, Akihiro, Jan

Applications & ImplementationMar 23, 2026

Learning Production Functions for Supply Chains with Graph Neural Networks

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Jure Leskovec

Jure Leskovec

Systems & InfrastructureFeb 5, 2026

PLUREL: Synthetic Data unlocks Scaling Laws for Relational Foundation Models

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Jure Leskovec

Jure Leskovec

Graph TransformersNov 12, 2025

Smarter Adaptive Graph Sampling for More Accurate Graph Learning

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Vid Kocijan

Vid Kocijan

Systems & InfrastructureNov 6, 2025

Accelerating Graph Construction for Production Graph Transformer Workloads

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Josh Joseph
Min Shen
Jinu Sunil

Josh, Min, Jinu

Graph TransformersOct 1, 2025

Large-Scale Training of Graph Transformers - and How the Kumo Training Backend Works

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Zack Drach

Zack Drach

Graph TransformersJun 17, 2025

Time Series Forecasting with Graph Transformers

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Jan Eric Lenssen
Matthias Fey

Jan Eric Lenssen, Matthias Fey

Systems & InfrastructureMay 20, 2025

KumoRFM: A Foundation Model for In-Context Learning on Relational Data

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Systems & InfrastructureApr 28, 2025

Speeding Up Graph Learning Models with PyG and torch.compile

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Akihiro Nitta
Matthias Fey

Akihiro Nitta, Matthias Fey

Graph TransformersApr 28, 2025

Relational Graph Transformers: A New Frontier in AI for Relational Data

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Federico Lopez
Matthias Fey
Jure Leskovec

Federico, Matthias, Jure

Graph TransformersApr 22, 2025

An Introduction to Graph Transformers

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Federico Lopez
Matthias Fey
Jure Leskovec

Federico, Matthias, Jure

Graph TransformersFeb 5, 2025

Introduction to Relational Deep Learning (RDL)

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Matthias Fey

Matthias Fey

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