Dataset for Density functional and neural-network potential simulations of Ag migration in disordered GeS2 electrolytes

Trained neural network potential models for Algorithmic first-principles reaction discovery uncovers overlooked cubane transformations

Wataru Matsuoka, Taihei Oki, Kosaku Tanaka, Ren Yamada, Ruben Staub, Alexandre Varnek, et al.

This dataset contains the neural network potential (NNP) models used in the associated manuscript, including standalone executables and the Python interface for Au-, Ag-, and Cu-catalyzed systems. The models can be used together with the VLA-PRO package to reproduce the calculati…Read more

Also available via: European Organization for Nuclear Research

AI/ML workshop dataset (Neural Networks Notebook)

Indian Institute of Science Bangalore

Physics-AI Integration on Unified Memory: Zero-Copy Pipeline Between Particle Simulations and Neural Networks on Apple Silicon

Yahya Saqban

Proposes a zero-copy architecture that eliminates the CPU/GPU data transfer bottleneck in Physics-AI workloads by leveraging Apple Silicons unified memory. Describes a pipeline where particle simulation data (OpenFPM/Metal) resides in shared memory that MLX neural networks can re…Read more

A Technical Note on a Construction Method for Neural Networks Without Activation Functions (Revised Edition)

Saburo Tenda

Announcement: Revised Edition of the Technical Note Published on Zenodo A revised edition of the technical note “A Construction Method for Neural Networks Without Activation Functions” has been published on Zenodo. This updated version includes a newly added Appendix, which provi…Read more

Quality of Service (QoS) Optimization in 5G/6G Networks Using Neural Networks

Charis E Shiny, S Annapurna, C Lakshana, Anusha Fakirappa Bogur, S Ramesh, G R Naik

Abstract: 5G is rolled out and next generation 6G networks are also being developed, ultra-low latency (URLL) communication as a standard is critical in supporting the plethora of applications, spanning autonomous vehicles, immersive extended reality experience, etc. However, tra…Read more

Shadow Banking Detection with Graph Neural Networks: Mapping Unofficial Lending Networks

Олег Ивченко, Iryna Ivchenko

Research article: Shadow Banking Detection with Graph Neural Networks: Mapping Unofficial Lending Networks