/papers

The papers presented below are hosted on mod-approved preprint servers. They are for early information dissemination and feedback, and are not yet peer reviewed via formal journal or conference review.

Per-Sample Invariant Tracking on MNIST with Certainty-Validity Diagnostics

A Research Square preprint on per-sample certainty-validity tracking, MOU ring calibration, and residual confident-error tails on MNIST.

11 Mar 2026 | Host: ResearchSquare | Project: Eidos | Artificial Intelligence and Machine Learning, certainty-validity, epistemic diagnostics, per-sample invariant tracking, MNIST, uncertainty quantification, calibration, overcommitment, synthetic diagnostic environment

GOAM: Game-Oriented Agentic Modeling for Turn-Based Game AI

An architecture for turn-based game AI that separates strategic orchestration from tactical execution under an explicit certainty-based routing scheme.

09 Mar 2026 | Host: ResearchSquare | Project: GOAM | Artificial Intelligence and Machine Learning, turn-based game AI, agentic architecture, dual-process reasoning, certainty-based routing, large language models

Tension Adaptation Versus Scheduler Effects on CIFAR-10: A Matched Ablation Study

A Research Square preprint isolating scheduler effects versus per-batch tension adaptation on CIFAR-10 under a matched 4-condition ablation.

Mar 2026 | Host: ResearchSquare | Project: Eidos | Artificial Intelligence and Machine Learning, CIFAR-10, uncertainty quantification, diagnostic ablation, per-sample trajectory analysis, epistemic calibration, learning-rate scheduling, adaptive optimization, confidence-error decomposition