χPapers
Manuscripts.
Publication state and research-claim state are shown separately. Audited manuscripts remain part of the record, with current findings placed before their historical abstracts.
PublishedPartially superseded after audit2026International Journal of Topology (MDPI), 3(2), 9
Ontology Neural Network and ORTSF: A Framework for Topological Reasoning and Delay-Robust Control
Jaehong Oh
Paper of record for the original ONN + ORTSF framing. A later audit found that the higher-order/cohomological thesis adds no information beyond pairwise data under the stated observation contract. The implemented control result was narrowed to a single-mode additive scalar contraction condition (ρ + |K_c| < 1); coupled multimode and system-level certification remain open.
PreprintClaims withdrawn2025
Advanced Topology-Preserving Neural Networks: An Extension of ONN/ORTSF Framework with Dynamic Structural Optimization
Jaehong Oh
The headline empirical figures and transfer results are not reproducible from the current authoritative research source. This preprint is retained as a historical manuscript, but its validation claims are withdrawn.
Preprint2025
Internal Time in Loop Quantum Gravity: Computational Verification of General Relativity Emergence
Jaehong Oh
Preprint2025
Quantum Bounce Singularity Resolution in Loop Quantum Gravity with Internal Time
Jaehong Oh
Preprint2025
Scalable Loop Quantum Gravity Simulations with Information-Geometry Mixed Potential
Jaehong Oh
Preprint2025
An Axiomatic Framework for Understanding Relations via Gauge-Invariant Cohomology
Jaehong Oh
Preprint2025
Learning to Assemble the Soma Cube with Legal-Action Masked DQN and Safe ZYZ Regrasp on a Doosan M0609
Jaehong Oh, Seungjun Jung, Sawoong Kim
PreprintClaims withdrawn2025
Constructive Lyapunov Functions via Topology-Preserving Neural Networks
Jaehong Oh
The claimed constructive cohomological Lyapunov certificate, together with the 177 microsecond / 3M-node and 99.75% figures, is not supported by the current authoritative research source. Those claims are withdrawn.
Preprint2025
Cognitive Synergy Architecture: SEGO for Human-Centric Collaborative Robots
Jaehong Oh
PreprintClaims withdrawn2025
Ontology Neural Networks for Topologically Conditioned Constraint Satisfaction
Jaehong Oh
The reported topology-loss and 95% constraint-satisfaction figures are not reproducible from the current authoritative research source. This manuscript is retained as a historical, unverified draft; its empirical claims are withdrawn.
Preprint2025
Towards Cognitive Collaborative Robots: Semantic-Level Integration and Explainable Control for Human-Centric Cooperation
Jaehong Oh