Blog

Research, experiments, model releases, and company news from Nums AI.

Masked face and tree regions alongside Causilo's reconstructions.

Experiments

Can a Tabular Foundation Model Complete an Image?

Causilo reconstructs missing pixels using coordinates and distances.

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Original Elo–runtime Pareto plots: Ephris improves the upper-left performance–runtime frontier with 50% and 10% labeled context.

Research

Ephris: Stronger In-Context Learning on Graphs with Linear Scaling

Stronger graph in-context learning with sparse message passing and linear scaling.

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