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.

168,932 papers · 148 categories

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3 results for “SDI”

Artificial Intelligence as a Services (AI-aaS) on Software-Defined Infrastructurecs.LG

Paper explores AIaaS on SDI, offering services in smart sectors.

problem Complexity of infrastructures driving AIaaS.

method Proposes architectural scheme based on SDIs with AI-aaS applications.

result Experimental results for three AI-aaS applications.

AIaaS Software-Defined Infrastructure SDI Smart Applications Machine Learning

2019-07-11abs ↗pdf ↗

Standard-Deviation-Inspired Regularization for Improving Adversarial Robustnesscs.LG

This work proposes SDI regularization to improve adversarial robustness.

problem Improving adversarial robustness of deep neural networks.

method SDI regularization term to complement adversarial training.

result Combining SDI with AT variants enhances robustness and generalization.

Adversarial Training Adversarial Robustness Deep Neural Networks Standard Deviation Regularization

2024-12-27abs ↗pdf ↗

On the Return Distributions of a Basket of Cryptocurrencies and Subsequent Implicationsq-fin.RM

The paper analyzes the risk of investing in a basket of 27 cryptocurrencies using statistical distributions.

problem Risk assessment of capital allocation in a basket of cryptocurrencies.

method Used statistical tests to determine the most appropriate distribution (SDI) for modeling returns, and adapted the generalized Pareto distribution for tail risk assessment.

result Found that a combination of stable and generalized Pareto distributions provides a more accurate risk assessment for the basket of cryptocurrencies.

cryptocurrencies risk assessment statistical distributions Value at Risk Conditional Value at Risk

2021-05-26abs ↗pdf ↗