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

count % of corpus

2 results for “MLCG”

Temperature transferable Machine Learned Coarse Grained model for proteinsphysics.bio-ph

Introduce a thermodynamically informed, temperature-transferable MLCG framework for proteins.

problem Temperature transferability of MLCG models for proteins.

method Explicit decomposition of CG potential into energetic and entropic components.

result Reproduces temperature-dependent quantities like heat capacity.

MLCG temperature transfer protein heat capacity

2026-06-12abs ↗pdf ↗

Operator Forces For Coarse-Grained Molecular Dynamicsphysics.chem-ph

New method uses normalizing flows to improve force fields for coarse-grained molecular dynamics.

problem Lack of reference atomistic forces makes force matching infeasible for MLCG force fields.

method Introduces noise-based kernels adapted to low-data regimes using normalizing flows.

result Flow-based kernels reduce local distortions while preserving global accuracy.

coarse-grained molecular dynamics machine learning force fields normalizing flows noise-based kernels

2025-06-24abs ↗pdf ↗