Terrain Implicit Neural Representation Simulation: per-tile INRs compress DEM elevation, rendered on-GPU with Vulkan compute for a real-time synthetic-vision viewer.

World Modelling and Video Generation in Weight Space

Debugged code from https://github.com/vsitzmann/siren paper repository #GoBears

This project implements and compares **four neural rendering architectures** on the Tiny NeRF dataset, focusing on improving quality, speed, and training stability. The key innovation is combining **SIREN (Sine-activated networks)** with **Ray Transformers** to achieve state-of-the-art results while maintaining GPU memory efficiency.

ITDF: Official implementation of Neural Representations with Differentiable Euler Characteristic Constraints for high-fidelity facial makeup removal.