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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2 results for “approximation-aware”

Approximation-Aware Bayesian Optimizationcs.LG

Optimizes data acquisition in high-dimensional Bayesian optimization.

problem Suboptimal data acquisition in high-dimensional Bayesian optimization tasks.

method Utility-calibrated variational inference to align approximations with BO goals.

result Optimal data acquisition decisions under a limited computational budget.

Bayesian optimization approximation-aware data acquisition utility-calibrated variational inference

2024-06-06abs ↗pdf ↗

Robust and Computation-Aware Gaussian Processescs.LG

RCaGP improves robustness and computational efficiency in Gaussian processes.

problem Outliers in large datasets corrupt standard Gaussian process models.

method Combines robustness and approximation-awareness in a principled framework.

result Ensures more conservative and reliable uncertainty estimates.

Gaussian processes Bayesian optimization robustness outliers approximation

2025-05-27abs ↗pdf ↗