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.
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.
@BetaTomorrow: Paper: Topological Neural Operators Authors: Lennart Bastian(@lennart_bastian), Tolga Birdal(@tolga_birdal), Samuel Lev…
This paper introduces Topological Neural Operators, which lift neural operators from point-only domains to cell complexes, embedding geometry and topology to reduce the learning burden. It demonstrates that operator learning improves when geometry is not an afterthought, though the topology remains prescribed.
PolyFlow: Continuous Topology Embedding Flow Matching for Artist-style Mesh Generation
PolyFlow introduces a continuous mesh representation using a topology embedder and applies flow-matching with Transformers for parallel mesh generation, achieving faster inference and precise resolution control compared to autoregressive methods.