Skip to main content
GameDev.net gamedev.net

Interpretability News

The latest Interpretability coverage curated for game developers.

BrainLinear: A Linear Model for Brain Network Analysis in Sparse Tangent Subspaces

BrainLinear is a lightweight connectome classifier that trades heavy GNN and Transformer stacks for a sparse, geometry-aware linear pipeline. It maps functional connectivity into a tangent space, ranks ROI-pair directions …

Research arXiv cs.GR · 1 month, 1 week ago
3D-CBM: A Framework for Concept-Based Interpretability in Generative 3D Modeling

A new 3D generative modeling framework uses concept bottlenecks to make geometry models more interpretable and steerable. In a proof-of-concept part-manipulation test, it reached 88.8% concept prediction accuracy and a …

Research arXiv cs.GR · 3 months, 2 weeks ago
HOLE: Homological Observation of Latent Embeddings for Neural Network Interpretability

The introduction of HOLE offers a significant advancement in understanding neural network interpretability. By leveraging persistent homology, this method enables developers to visualize and analyze the topological features of neural …

Research arXiv cs.GR · 9 months, 2 weeks ago