Single-pass Adaptive Image Tokenization for Minimum Program Search | What's the Kolmogorov Complexity of an Image?
Python implementation of block decomposition method for approximating algorithmic complexity
Repository for the Online Algorithmic Complexity Calculator
Repository for the Online Algorithmic Complexity Calculator
An Algorithmic Information Theory Library (And Information-theory broadly); Implements numerous approximations, estimations, as well as a comprehensive MC-AIXI Agent & Model Ensemble platform.
Official code repository for ICML'23 paper On the Complexity of Bayesian Generalization.
Algorithmic Information Dynamics with the R Language
An agent that searches for novel quantum universal gate set
Introducing Lossless Agentic Compression. We introduce a method, and codebase, for losslessly compressing files using AI Agents, and explore the implications that come with this. Furthermore, we propose a definition and generalizable measure of intelligence, extending classic works.
Visualizing Quantum Circuit Probability
Informational interpretation of quantum mechanics, gravity, and cosmology based on coherence-driven compression. Includes a falsifiable adaptive-interference protocol.
Complete Implementation of Matt Mahoneys paper: "A Proposed Design for Distributed Artificial General Intelligence", Version 2.2. P2P Competitive Message Routing via approximated Kolmogorov Complexity.
A small program to explore Normalized Web Distance (NWD) with NCD
Python implementation of block decomposition method for approximating algorithmic complexity
Capture the Heap state at specified intervals, and measure the compressed size thereof.
A lay-readable book on the mathematics of optimal intelligence (Bayes, Solomonoff induction, AIXI), the specification problem, and what they imply about modern AI and alignment.
Algorithmic Information Theory Project - Reduce complexity with prime numbers
Algorithmic Information Theory by G. J. Chaitin 1987
🎄 A compression-based measure of mutual information between strings.
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