#ortsf

Integrated Architecture — SCC × ONN as one cognitive-reasoning system

The ultimate design target of the whole research programme: a single cognitive-reasoning architecture that unifies Soft Cognitive Cohesion (SCC) and Ontology Neural Networks (ONN). Four layers, one pipeline, one vision.

Ontology Neural Network and ORTSF: A Framework for Topological Reasoning and Delay-Robust Control

The advancement of autonomous robotic systems has led to significant capabilities in perception, localization, mapping, and control, yet a critical challenge re

Advanced Topology-Preserving Neural Networks: An Extension of ONN/ORTSF Framework with Dynamic Structural Optimization

This work presents the first comprehensive empirical investigation into the practical realization of performance bounds theoretically established by the Ontolog

ONN + ORTSF — a field note on testable claims and proxy controllers

A compact field note distilled from a multi-round research-planning session: testable claims for the ONN + ORTSF pipeline, an evaluation matrix, acceptance thresholds, and the risks that most threaten faithful reproduction.

ONN Canonical Specification

What the Ontology Neural Network programme set out to build, and what its own rigorous audit established: an identifiability boundary (the higher-order structure adds no information beyond pairwise), a modest surviving positive, and a standard delay-margin control certificate. The programme has since moved to ULR.