Topolines
Summary
Topolines is a tool for generating topologic contours.
Similar Articles
TopoExplore: Topological Discrimination for Archive-Based Exploration
TopoExplore augments Go-Explore with topological detection of enclosed regions to avoid wasting budget on sealed areas, achieving speedups on MiniGrid and HM3D environments.
TopoPrimer: The Missing Topological Context in Forecasting Models
TopoPrimer is a framework that improves forecasting accuracy by integrating global topological structures into existing models, showing significant gains in challenging scenarios like seasonal spikes and cold starts.
A Topological Picture Book, Rendered
This article describes a rendering technique for creating hand-hatched, non-photorealistic images of topological surfaces, inspired by Francis' book and various academic methods in computer graphics.
TopoTuner: Topological Finetuning of Large Language Models
Introduces TopoTuner, a topology-guided fine-tuning framework that selectively freezes attention projection matrices by measuring topological drift via Wasserstein distances between persistence diagrams. It achieves competitive performance to full fine-tuning while training only 1-2% of parameters and outperforms LoRA in most settings.
Transformer Geometry Observatory TGO-IV: Developmental Topology Observatory
This paper presents TGO-IV, a topological framework using persistent homology to analyze how transformer representations evolve across layers, complementing prior spectral and geometric observatories.