prediction-error

Code and data for Zhang, Lengersdorff et al. (2020)

Code and data for Zhang & Gläscher (2020)

MATLAB implementation | Li et al., IEEE TCE 2026 | Sorting-and-Prediction Integration for high-capacity reversible data hiding

Various experiments related to AGI

A statistics package with a variety of bootstrap and other resampling tools

e-PAL: An Active Learning Approach to the Multi-Objective Optimization Problem

A substrate-native digital consciousness engine where prediction errors about self-survival become causally efficacious qualia, driving closed-loop recursive self-evolution.

🚀Implementation of Logistic Regression and Linear Regression in Python for Classification Problems🏗

A statistics package with a variety of bootstrap and other resampling tools. This repository is synced to the same-named repository owned by GNU-Octave. It exists to facilitate publication of the developmental version of the statistics-resampling toolbox at MathWorks FileExchange.

An R Package for quickly performing regressions over many groups and evaluating leave-one-out prediction error.

Prediction-error optimization. The agent guesses before each experiment. Wrong predictions are the learning signal. One file, zero dependencies. pip install theorist

we fit various splines to model the COVID-19 daily positive case numbers in Florida from 3/3/20 – 3/7/21.

Error-aware Bayesian Meta-Predictions and ensembles

A minimal protocol for testing functional consciousness-like loops in persistent-state LLM agents.

What if the AI agent guessed first? 251 experiments. The predicting agent adapted to a 5x compute shift on try one. The reflecting agent took 7. The searching agent never caught up.

AHA as prediction error

This is a project from Wesleyan Computational Memory Lab (now at Swarthmore) that utilizes GPT-2 model to study human memory structure during event segmentation and recall.

A 2025 'ChatGPT makes students dumber' study predicted why Karpathy's 2026 AI agent would plateau. The fix worked on AI too.

Recursive research intelligence that gets smarter every time you use it. MCP server + CLI + REST API. Prediction-error learning, surprise detection, persistent brain.