On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

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3 results for “embedding-agnostic”

All of the Fairness for Edge Prediction with Optimal Transportcs.LG

The paper tackles fairness in edge prediction for graphs, proposing a new method.

problem Fairness in edge prediction for graphs, especially in underinvestigated scenarios.

method Formulated problem, proposed embedding-agnostic repairing procedure for adjacency matrix.

result Demonstrated versatility and control over fairness and prediction accuracy.

fairness edge prediction graphs embedding-agnostic adjacency matrix

2020-10-30abs ↗pdf ↗

Lightspeed Geometric Dataset Distance via Sliced Optimal Transportcs.LG

s-OTDD compares datasets efficiently without training, robust to class variations.

problem Efficiently compare datasets without training or class variations.

method Moment Transform Projection (MTP) and sliced optimal transport.

result s-OTDD correlates with optimal transport and transfer learning performance.

dataset comparison optimal transport sliced transport transfer learning classification accuracy

2025-01-31abs ↗pdf ↗

On Conformal Isometry of Grid Cells: Learning Distance-Preserving Position Embeddingq-bio.NC

This paper proposes grid cells encode position via a conformal isometric embedding of 2D physical space.

problem Hexagonal grid firing patterns in grid cells.

method Learning a distance-preserving position embedding in neural space using a recurrent neural network.

result The conformal isometric embedding of 2D physical space into neural space explains hexagonal grid firing patterns.

grid cells conformal isometry neural embedding distance-preserving hexagonal patterns

2024-05-27abs ↗pdf ↗