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.

168,742 papers · 148 categories

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3 results for “bioengineering”

Designing over uncertain outcomes with stochastic sampling Bayesian optimizationstat.ML

Adapts Bayesian optimization for uncertain outcomes using stochastic sampling.

problem Optimizing with uncertain or stochastic outcomes in scientific and engineering problems.

method Proposes SSBO, a new framework that handles uncertainty and myopic decision making.

result SSBO techniques effectively optimize standard and applied problems.

Bayesian optimization stochastic sampling uncertain outcomes regret bounds bioengineering

2019-11-05abs ↗pdf ↗

SentRNA: Improving computational RNA design by incorporating a prior of human design strategiesq-bio.QM

Solving the RNA inverse folding problem is a critical prerequisite to RNA design, an emerging field in bioengineering with a broad range of applications from reaction catalysis to cancer therapy. Although significant progress has been made in developing machine-based inverse RNA folding algorithms, current approaches s…

2018-03-08abs ↗pdf ↗

ART: A machine learning Automated Recommendation Tool for synthetic biologyq-bio.QM

ART automates synthetic biology design with machine learning.

problem Long development times in synthetic biology due to ad-hoc engineering.

method Machine learning and probabilistic modeling for systematic design.

result ART provides optimized strain recommendations and production levels.

synthetic biology machine learning probabilistic modeling automated design renewable biofuels

2019-11-25abs ↗pdf ↗