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.

169,051 papers · 148 categories

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7 results for “Docker”

MARVIN: An Open Machine Learning Corpus and Environment for Automated Machine Learning Primitive Annotation and Executioncs.LG

MARVIN offers an open ML environment for automated primitive annotation and execution.

problem Automated machine learning primitive annotation and execution.

method Web-based Python application with Docker containers on Kubernetes.

result Over 400 datasets and challenges from various ML domains.

machine learning automated ML primitive annotation Kubernetes Docker

2018-08-11abs ↗pdf ↗

Advancing fNIRS Neuroimaging through Synthetic Data Generation and Machine Learning Applicationseess.SP

Study generates synthetic fNIRS data and applies machine learning for improved neuroimaging.

problem Scarcity of high-quality fNIRS neuroimaging datasets.

method Synthetic data generation using Monte Carlo simulations and machine learning.

result Improved accuracy and efficiency of fNIRS tomography.

fNIRS neuroimaging synthetic data machine learning Monte Carlo

2024-05-18abs ↗pdf ↗

MORF: A Framework for Predictive Modeling and Replication At Scale With Privacy-Restricted MOOC Datacs.SE

Big data repositories from online learning platforms such as Massive Open Online Courses (MOOCs) represent an unprecedented opportunity to advance research on education at scale and impact a global population of learners. To date, such research has been hindered by poor reproducibility and a lack of replication, largel…

2018-01-16abs ↗pdf ↗

spd-metrics-id: A Python Package for SPD-Aware Distance Metrics in Connectome Fingerprinting and Beyondstat.CO

Python package for SPD matrix distances, reproducible and extensible.

problem Computing distances between SPD matrices for various applications.

method Unified, extensible framework supporting multiple SPD metrics.

result Reproducible and accessible SPD matrix comparison tool.

SPD matrices distance metrics connectome fingerprinting reproducibility Python package

2025-10-06abs ↗pdf ↗

PyPOTS: A Python Toolkit for Machine Learning on Partially-Observed Time Seriescs.LG

PyPOTS simplifies machine learning on time series with missing data.

problem Handling missing data in time series analysis.

method Unified interface for imputation, forecasting, anomaly detection, classification, and clustering.

result Robust and scalable Python toolkit for multivariate partially-observed time series.

time series machine learning missing data imputation forecasting

2023-05-30abs ↗pdf ↗

Brain Predictability toolbox: a Python library for neuroimaging based machine learningcs.LG

BPt is a Python library for ML with neuroimaging data.

problem Analyzing large neuroimaging datasets using machine learning.

method Unified framework of ML tools for tabulated and neuroimaging data.

result Unified ML tools for neuroimaging and tabulated data.

neuroimaging machine learning Python tabulated data large datasets

2020-11-03abs ↗pdf ↗

OL4EL: Online Learning for Edge-cloud Collaborative Learning on Heterogeneous Edges with Resource Constraintscs.DC

OL4EL optimizes edge learning on resource-constrained servers.

problem Resource constraints on edge servers hinder effective distributed machine learning.

method Online Learning for EL (OL4EL) framework using budget-limited multi-armed bandit model.

result OL4EL significantly improves learning performance while conserving resources.

Edge Learning Resource Constraints Online Learning Bandit Algorithms Machine Learning

2020-04-22abs ↗pdf ↗