Cellular Automata Accelerated in JAX (Oral at ICLR 2025)
Hierarchical self-organizing maps for unsupervised pattern recognition
Biologically-Inspired and Machine Learning Algorithms written in Python
POMG algorithm for large-scale pursuit game with partial observation and no communication.
Randomize Self Organizing map
Simulation of Systems of interacting mean-field Particles with High Efficiency
Multi-agent pursuit in matrix world (pursuitMW)
Simulations of flocking behaviour in active agents, using a simple Viscek model
PrometheusLLM is a unique transformer architecture inspired by dignity and recursion. This project aims to explore new frontiers in AI research and welcomes contributions from the community. 🐙🌟
Evolvable Modular Neural Systems (EMNS): Revolutionary neural architecture using resistance-governed parameter evolution instead of gradient descent. Features self-organizing modularity, biological plausibility, and continual learning without catastrophic forgetting. Including complete working implementation.
MARL research project, where agents collaboratively self-organize inside dynamically generated geometric patterns.
Linear-time sequence modeling that replaces attention's O(n²d) complexity with O(nd) summation-based aggregation. Demonstrates constraint-driven emergence: how functional representations can develop from optimization pressure and architectural constraints alone, without explicit pairwise interactions.
Deep reinforcement learning to solve self-organized settlement growth modeled as Markov decision processes.
A recursive, entropy-driven computational language for modeling emergent intelligence, consciousness, and complex adaptive systems. Features automatic bifractal tracing, field-aware memory, and entropy-gated execution for infodynamics research.
This document records the initial statement of the Logos Omega Gradient (Ω) hypothesis and its first computational evidence.
Diffusion-Limited Aggregation (DLA)
Material for the 'Trieste Next' popular science festival. SISSA group 2023/2024.
MSci thesis - modelling the development of neural connections in the visual system
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