IEEE

Boundedly Rational Hydrogen Vehicle Integration into Prosumer Energy Sharing: Nested Equilibrium Model via Variational Inequality

Abstract: Driven by the rapid proliferation of hydrogen vehicles (HVs) and the expanding adoption of prosumers equipped with distributed energy resources, power-transportation coupled networks (PTCNs) ...
marktechpost

How to Design Production-Grade Mock Data Pipelines Using Polyfactory with Dataclasses, Pydantic, Attrs, and Nested Models

In this tutorial, we walk through an advanced, end-to-end exploration of Polyfactory, focusing on how we can generate rich, realistic mock data directly from Python type hints. We start by setting up ...
IEEE

Efficient and Effective Weight-Ensembling Mixture of Experts for Multi-Task Model Merging

Abstract: Multi-task learning (MTL) leverages a shared model to accomplish multiple tasks and facilitate knowledge transfer. Recent research on task arithmetic-based MTL demonstrates that merging the ...
GitHub

Kareemfarid/nested-learning-optimizer

A TensorFlow/Keras optimizer implementing concepts from Google Research's paper "Nested Learning: The Illusion of Deep Learning Architectures" (Behrouz et al., 2024), extended with multi-timescale ...
Nature

Machine learning articles from across Nature Portfolio

Machine learning is the ability of a machine to improve its performance based on previous results. Machine learning methods enable computers to learn without being explicitly programmed and have ...