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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.

168,738 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Oct 201919922001200920172026
2 results for “entity-centric”
Variance-Bounded Evaluation of Entity-Centric AI Systems Without Ground Truth: Theory and Measurementstat.ML

VB-Score evaluates AI systems without ground truth, revealing robustness.

problem Evaluating AI systems without ground truth labels, especially for entity-centric tasks.
method VB-Score uses variance-bounded evaluation, constraint relaxation, and Monte Carlo sampling.
result VB-Score reveals robustness differences not seen by conventional frameworks.
AI evaluationentity-centricvariance-boundedMonte Carlorobustness
2025-09-26abs ↗pdf ↗
Entity Abstraction in Visual Model-Based Reinforcement Learningcs.LG

This paper tests the hypothesis that modeling a scene in terms of entities and their local interactions, as opposed to modeling the scene globally, provides a significant benefit in generalizing to physical tasks in a combinatorial space the learner has not encountered before. We present object-centric perception, pred…

2019-10-28abs ↗pdf ↗