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

Trend · papers per month

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← all fields·2 papers on “uncertainty quantification” in Statistical ML · 1 week

Uncertainty quantification in mechanics: A unified Bayesian perspectivephysics.comp-ph

Unified Bayesian framework for uncertainty quantification in mechanics.

problem Propagation of input uncertainties and inference of unknown parameters.

method Bayesian probability theory for forward and inverse problems.

result Unified theoretical framework for both forward and inverse UQ.

Bayesian probability uncertainty quantification mechanics forward problem inverse problem

2026-07-21abs ↗pdf ↗

Calibrating Semantic Uncertainty from Observable Language-Model Probabilitiesstat.ME

The semantic map calibrates uncertainty from language model probabilities.

problem Uncertainty in language model probabilities for professional decisions.

method Prespecified semantic map linking probabilities of verbal responses to probabilities of declared states.

result Language-derived probabilities outperform printed numerical probabilities and recover valid uncertainty coverage.

semantic uncertainty language model calibration posterior inference professional decisions

2026-07-20abs ↗pdf ↗