https://spidermonk7.github.io/tags/gpu-systems/GPU SystemsHugo Blox Builder (https://hugoblox.com)en-usSun, 10 May 2026 00:00:00 +0000https://spidermonk7.github.io/media/icon_hu7729264130191091259.pnghttps://spidermonk7.github.io/tags/gpu-systems/https://spidermonk7.github.io/project/heliox/Sun, 10 May 2026 00:00:00 +0000https://spidermonk7.github.io/project/heliox/<p>Accepted at <strong>ICML 2026</strong>.</p> <p>HelioX is a GPU-native framework for simulation and training of biophysically detailed neural networks. It targets the mismatch between irregular dendritic computation and conventional deep learning stacks, and provides an end-to-end pipeline for both forward simulation and gradient-based training.</p> <p>Highlights:</p> <ul> <li>Multi-stream GPU execution for ionic current calculation, ODE construction, and conductance update</li> <li>Efficient spike handling path designed for sparse spike events</li> <li>End-to-end differentiable training for deep biophysical neural architectures</li> <li>Strong runtime and scalability gains over traditional simulators in large-scale settings</li> </ul>