Hiroto Funasaki

Activation-Scaled ANN-to-SNN Conversion with SNN Guardrail: A Unified Framework for AI Interpretability, Hallucination Detection, Real-Time Adversarial Defense, Neural Healing, Brain State Imaging, and Real-Time Hallucination Anatomy (v8)

2026 · Open MIND

I present a unified framework that extends ANN-to-SNN conversion beyond efficiency optimization to enable novel AI interpretability analysis, real-time adversarial defense, autonomous neural healing, brain state imaging, and real-time hallucination anatomy. My approach uses Spiking …

Activation-Scaled ANN-to-SNN Conversion with SNN Guardrail: A Unified Framework for AI Interpretability, Hallucination Detection, Real-Time Adversarial Defense, Neural Healing, Brain State Imaging, Hallucination Anatomy, the Canary Head Paradigm, and the AI Immune System (v11)

2026 · Zenodo (CERN European Organization for Nuclear Research)

v11: The Migration Map Edition 🧪 New Dataset Available: The "Mistral Hallucination Vaccine" (Dream Catcher) dataset described in this paper is now available on Hugging Face:https://huggingface.co/datasets/hafufu-stack/mistral-hallucination-vaccine NEW in v11:- Project Morpheus (Safety Vaccination): QLoRA SFT …

Project GlassBox: Structure Over Scale in Neural Reasoning — A 101-Phase Campaign on Architectural Transparency, Antifragile Adaptation, and the AGI Horizon

2026 · Zenodo (CERN European Organization for Nuclear Research)

Project GlassBox is a systematic 101-phase experimental campaign demonstrating that small, structurally constrained neural architectures can simultaneously achieve superior task performance and unprecedented interpretability compared to large unconstrained models. Using ARC-AGI as a benchmark for …