Tag: Machine Learning

ScientificML

Introduces a decision-epoch-based framework for dynamic electric autonomous dial-a-ride, jointly optimizing vehicle routing, scheduling, and charging decisions using combinatorial optimization and machine learning.

Materials

Presents the first complete machine learning method for accelerating plane-wave DFT in materials under the PAW formalism, formalizing seven criteria that a Complete Neural Electronic Initializer must satisfy and addressing two missing structure-dependent components: augmentation occupancies and spin initialization.

ScientificML

Exploring vision-language models for jet analysis in high-energy physics, converting JetClass jets into physics-informed four-panel images for multi-task jet tagging classification.

Materials

A materials science dataset hosted on HuggingFace, supporting machine learning and materials science cross-disciplinary research, containing relevant domain training or evaluation samples.

PDE Benchmark / Multi-Equation

Large-scale PDE benchmark covering heat, advection-diffusion and fluid dynamics - supports fair comparison of data-driven and physics-informed methods.

Scientific Computing

A scientific computing model on HuggingFace that integrates Dynamic Mode Decomposition with Neural Operator for scientific data modeling and prediction tasks.

Materials

A materials science demonstration dataset hosted on HuggingFace under the SciFy account, showcasing data organization and access patterns for materials science applications.