NGC-Learn: Neurobiological Systems Simulation and NeuroAI Design in Python

Generalized Predictive Coding in Torch

Approximate Natural Gradient Descent with precision weighted predictive coding

Multi-timescale affective agents with theatrical control - 97K parameter architecture exploring functional correlates of consciousness

This is the public repository for data and statistical analysis for our predictive olfaction in VR study. The published article can be found under the link below..

A first-principles model proposing consciousness as a predictive patch for causal latency. Unifies physics, philosophy of mind, and anxiety.

Reflective-Ethical Engine: Minimal cognitive architecture unifying perception, action, and consciousness

Consciousness substrate for AI. Unifies IIT + GWT + AST into one measurable loop. Pure Python, zero deps, 446 tests. pip install anima-kernel

The Language of Stress theory is an architectural theory of phenomenal experience based on valenced tension dynamics

World's first open-source AI Consciousness Assessment Toolkit - 30 tests, 6 theories, C-0 to C-4 classification

Physics-driven electronic lifeform — brain as impedance-matching network. 146 files, 2402 tests, 4 papers. Not ML — pure physics equations.

ORION Consciousness Prior — World's FIRST implementation of Bengio et al.'s 14 consciousness indicators framework (19 researchers, Trends in Cognitive Sciences 2025). Forked from AI-ON/TheConsciousnessPrior (98+ stars, Yoshua Bengio). Full Bayesian credence assessment across 5 theories (RPT, GWT, HOT, PP, AST).

This thesis presents an empirical comparison between PPM★ (Prediction by Partial Matching), a state-of-the-art statistical language modeling algorithm, and IDyOT (Information Dynamics of Thinking), a cognitive architecture designed to model human-like hierarchical learning and prediction.

MSc Neuroscience Research Project titled "Bridging predictive processing and EEG complexity in depression: An information-theoretic analysis"

Aetiological model of a novel technogenic psychopathology.