#onn

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

Constructive Lyapunov Functions via Topology-Preserving Neural Networks

We present a constructive solution to the Lyapunov–Massera–Kurzweil problem via Ontology Neural Networks (ONN), bridging a 60-year gap between existence and con

Ontology Neural Networks for Topologically Conditioned Constraint Satisfaction

Neuro-symbolic reasoning systems face fundamental challenges in maintaining semantic coherence while satisfying physical and logical constraints. Building upon

ONN project status report -- codebase, tests, and paper readiness

Snapshot of the ONN-ES codebase at ~45,800 lines across 154 files: module completion, 98.7% test pass rate, 11/12 paper figures done, and a prioritized punch list.

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.

ONN — Feb-2026 Snapshot (superseded)

A dated 2026-02-18 development snapshot of the ONN repository, kept for history. Its framing (a 'PLAUSIBLE' stability theorem heading to deployment) has been superseded by the programme's audited resolution — a scoped No-Go boundary. See the current research status.

ONN vs Transformer — Experiment Plan

A Feb-2026 pre-registered protocol for a constraint-satisfaction (CSR/ASR/SVR) benchmark of an ONN LOGOS solver vs. Transformer baselines. Kept as a methodology record; its sibling results docs are not reflected in the current authoritative research source.