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GitHub topics: active-inference

pni-lab/fep-attractor-network

Manuscript source: Self-orthogonalizing attractor neural networks emerging from the free energy principle

Language: Jupyter Notebook - Size: 23.2 MB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 2 - Forks: 0

ActiveInferenceInstitute/GeneralizedNotationNotation

Language: HTML - Size: 15.1 MB - Last synced at: 5 days ago - Pushed at: 5 days ago - Stars: 8 - Forks: 2

ActiveInferenceInstitute/ActiveBlockference

Language: Jupyter Notebook - Size: 2.61 MB - Last synced at: 3 days ago - Pushed at: almost 2 years ago - Stars: 29 - Forks: 6

damat-le/damat-le.github.io Fork of alshedivat/al-folio

Personal website of Leo D'Amato

Language: HTML - Size: 146 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 0 - Forks: 0

jonhue/activeft

PyTorch library for Active Fine-Tuning

Language: Python - Size: 354 KB - Last synced at: 19 days ago - Pushed at: 4 months ago - Stars: 74 - Forks: 7

ComputationalPsychiatry/pyhgf

PyHGF: A neural network library for predictive coding

Language: Python - Size: 961 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 74 - Forks: 21

biaslab/sim-bittle-marxefe

Demo of Autoregressive Active Inference Agent (MARX-EFE) for simulated Bittle robot.

Language: Julia - Size: 18.5 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

biaslab/IWAI2024-ambiguity

Expected free energy minimization with approximations to nonlinear observation functions

Language: Jupyter Notebook - Size: 92.4 MB - Last synced at: 4 days ago - Pushed at: 9 months ago - Stars: 2 - Forks: 1

sgrimbly/Sophisticated-Learning Fork of RowanLIBR/Sophisticated-Learning

Sophisticated Learning Implementations: MATLAB and Python code for the "Sophisticated Learning" algorithm from Hodson et al.'s research on model-based planning.

Language: Jupyter Notebook - Size: 123 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

YavarYeganeh/AIF_Meeting_EEC

Active Inference Meeting Energy-Efficient Control of Parallel and Identical Machines (LOD '24)

Language: Python - Size: 561 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 2 - Forks: 1

wmkouw/narx-efe

An active inference agent based on expected free energy minimization with a nonlinear autoregressive exogenous model.

Language: Jupyter Notebook - Size: 537 MB - Last synced at: 2 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

NACLab/self-revising-active-inference

Official Implementation for the paper "SR-AIF: Solving Sparse-Reward Robotic Tasks from Pixels with Active Inference and World Models"

Language: Python - Size: 88.8 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 45 - Forks: 2

George614/active_inference

Playground for active inference in Python

Language: Python - Size: 106 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 2 - Forks: 0

George614/neural_active_inference

Official implementation of paper "A neural active inference model of perceptual-motor learning" published on Computational Neuroscience in 2023.

Language: Python - Size: 642 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 5 - Forks: 0

ChampiB/Homing-Pigeon

Homing Piegon is an inference framework implementing Variational Message Passing. It can be used to implement an Active Inference agent that performs planning using a Tree Search algorithm that can been seen as a form of Bayesian Model Expansion.

Language: C++ - Size: 947 KB - Last synced at: about 2 months ago - Pushed at: about 3 years ago - Stars: 8 - Forks: 0

biaslab/LCSS2024-NARXEFE

Code, figures, animations for a NARX-EFE based agent.

Language: Jupyter Notebook - Size: 97.7 MB - Last synced at: 22 days ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

biaslab/RxAgent-Zoo

Archive of active inference agents based on reactive message passing.

Language: Jupyter Notebook - Size: 1 MB - Last synced at: 27 days ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 0

ajithksenthil/MultiAgentRoadHazardAnomalyDetection

Multi-Agent Robot Learning algorithm using Deep Active Inference (DAI) for road hazard anomaly detection and Soft Actor Critic decomposed for multi-agent settings (mSAC)

Language: Python - Size: 3.19 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

laurentperrinet/Perrinet20PredictiveProcessing

Book chapter - dev code

Language: HTML - Size: 7.96 MB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 0

AlonDawe/interbotix_aic_control

This repository focused on enhancing the Active Inference Controller (AIC) for robotic manipulation tasks on an Interbotix PincherX 150 5-DOF Robot. A modified control framework called the Reactive Active Inference Controller (ReAIC) outperfors the AIC in adaptation experiments.

Language: Python - Size: 63.8 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

ago109/active-neural-generative-coding

Implementation/simulation of active neural generative coding (ANGC) for training neurobiologically-plausible active inference agent models.

Language: Python - Size: 356 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0

ActiveInferenceInstitute/ActiveInferenceCategoryTheory

Active Inference & Category Theory

Size: 48.8 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 7 - Forks: 0

wmkouw/actinf-oscillator

Design of an oscillator position controller using active inference.

Language: Jupyter Notebook - Size: 15.5 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 1 - Forks: 0

wmkouw/actinf-acrobot

Design of an acrobot stabilization controller using active inference.

Language: Jupyter Notebook - Size: 13.6 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

thomasroodnl/active-inference-rhi

Active inference agent and corresponding environment in Unity used in the study "A deep active inference model of the rubber-hand illusion"

Language: Python - Size: 206 MB - Last synced at: 6 days ago - Pushed at: over 4 years ago - Stars: 7 - Forks: 4

PoppyCollis/METATOOL_UoS

Minimal model of tool discovery and tool innovation using active inference

Language: Jupyter Notebook - Size: 7.59 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 2

NaughtFound/active-inference-mcp

Deep Active Inference of Mountain Car Problem

Language: C# - Size: 3.47 MB - Last synced at: 5 months ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

CasperHesp/GettingTheFeels

This repository contains all the code relevant to my PhD research (2019-2023) at University of Amsterdam, funded by a Research Talent Grant from Netherlands Organisation for Scientific Research (NWO). Pursuant to the Open Access requirements of the NWO, all code here is published on the basis of an MIT licence or equivalent.

Language: Jupyter Notebook - Size: 1.19 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

zfountas/deep-active-inference-mc

Deep active inference agents using Monte-Carlo methods

Language: Python - Size: 12.4 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 59 - Forks: 11

r-gould/active-inference

Application of active inference to reinforcement learning.

Language: Python - Size: 147 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

mbaltieri/PIDcontrolActiveInference

PID-like control implemented as active inference with linear generative models

Language: Python - Size: 410 KB - Last synced at: almost 2 years ago - Pushed at: almost 5 years ago - Stars: 7 - Forks: 3

mbaltieri/BayesianCruiseController

A Bayesian cruise controller. A minimal model of velocity regulation for a block on a frictionless surface.

Language: Python - Size: 45.9 KB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 1

mbaltieri/braitenberg_vehicles

Language: Python - Size: 85.9 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 3 - Forks: 1

mbaltieri/doubleIntegrator

Language: Python - Size: 271 KB - Last synced at: almost 2 years ago - Pushed at: about 6 years ago - Stars: 1 - Forks: 0

sgrimbly/ActiveInferenceRLAgent

This work is based on R. Hodson's thesis, in which he developed a simple environment in which an Active Inference / Reinforcement Learning agent needs to act to fulfill its own needs

Language: MATLAB - Size: 2.45 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

ActiveInferenceInstitute/Active_Inference_Ontology

Size: 1000 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 2 - Forks: 0

Related Keywords
active-inference 36 reinforcement-learning 6 deep-learning 6 machine-learning 6 bayesian-inference 5 robotics 4 free-energy-principle 4 inference 4 active 4 neural-networks 3 python 3 artificial-intelligence 3 jax 2 neuroscience 2 cognitive-science 2 predictive-coding 2 pytorch 2 cruisecontrol 2 monte-carlo-tree-search 2 variational-inference 2 narx 2 rubber-hand-illusion 1 acrobot 1 oscillator 1 category-theory 1 unity3d 1 compositional-generalization 1 factorization 1 lqg 1 category 1 brain-inspired-computing 1 adaptive-control 1 vision 1 topography 1 spiking-neural-networks 1 perception 1 bayesian-model 1 surveillance 1 soft-actor-critic 1 computer-vision 1 deep-active-inference 1 kalman-filter 1 braitenberg-vehicle 1 affect 1 controller 1 control-theory 1 pid-control 1 free-energy 1 variational-autoencoders 1 monte-carlo-methods 1 model-based-reinforcement-learning 1 lqr 1 machine-learning-models 1 dsprites 1 disentangled-representations 1 cognitive-architectures 1 animal-ai 1 ontology 1 social-cognition 1 multi-agent-systems 1 emotions 1 unity 1 mountain-car-problem 1 ml-agents 1 nonlinearity 1 bayesian-filtering 1 state-space-model 1 probabilistic-graphical-models 1 hierarchical-gaussian-filter 1 graph-neural-networks 1 computational-psychiatry 1 belief-propagation 1 bayesian-filter 1 fine-tuning 1 data-retrieval 1 data-loader 1 active-learning 1 active-fine-tuning 1 multiagent-systems 1 mean-field-games 1 ai 1 simulation 1 cadcad 1 active-inference-notation 1 self-orthogonalizing 1 attractor-neural-network 1 anomaly-detection 1 message-passing 1 agents 1 model-predictive-control 1 variational-message-passing 1 bayesian-statistics 1 off-policy-learning 1 computational-neuroscience 1 cognitive-services 1 visualization 1 spm12 1 simulations 1 animation 1 world-model 1