JuliaPOMDP

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67 repositories

MCTS.jl
Public
Monte Carlo Tree Search for Markov decision processes using the POMDPs.jl framework
Julia
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Other
•34•77•8•5•Updated Feb 17, 2025Feb 17, 2025
POMDPs.jl
Public
MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.
python reinforcement-learning artificial-intelligence pomdps reinforcement-learning-algorithms control-systems markov-decision-processes mdps julia
Julia
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Other
•104•686•22•3•Updated Feb 16, 2025Feb 16, 2025
ParticleFilters.jl
Public
Simple particle filter implementation in Julia - works with POMDPs.jl models or others.
Julia
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Other
•16•46•10•2•Updated Feb 10, 2025Feb 10, 2025
BasicPOMCP.jl
Public
The PO-UCT algorithm (aka POMCP) implemented in Julia
planning pomdps pomcp-algorithm po-uct
Julia
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Other
•17•36•6•1•Updated Feb 10, 2025Feb 10, 2025
DeepQLearning.jl
Public
Implementation of the Deep Q-learning algorithm to solve MDPs
machine-learning reinforcement-learning deep-reinforcement-learning pomdps
Julia
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Other
•14•74•8•0•Updated Jan 13, 2025Jan 13, 2025
QuickPOMDPs.jl
Public
Concise and friendly interfaces for defining MDP and POMDP models for use with POMDPs.jl solvers
python julia markov-decision-processes mdps pomdps
Julia
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Other
•7•28•9•1•Updated Nov 19, 2024Nov 19, 2024
CompressedBeliefMDPs.jl
Public
Compressed belief-state MDPs in Julia for reinforcement learning and sequential decision making. Part of the POMDPs.jl community.
compression reinforcement-learning julia artificial-intelligence pomdps dimensionality-reduction markov-decision-processes mdps
Julia
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MIT License
•0•5•1•0•Updated Nov 18, 2024Nov 18, 2024
POMDPExamples.jl
Public archive
Examples and Tutorials for POMDPs.jl
Jupyter Notebook
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MIT License
•26•30•1•0•Updated Sep 12, 2024Sep 12, 2024
POMDPGallery.jl
Public archive
A gallery of POMDPs.jl problems
machine-learning reinforcement-learning pomdps
Julia
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Other
•10•48•1•0•Updated Sep 12, 2024Sep 12, 2024
TagPOMDPProblem.jl
Public
Tag POMDP problem using POMDPS.jl
Julia
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MIT License
•1•2•2•0•Updated Aug 12, 2024Aug 12, 2024
NativeSARSOP.jl
Public
Julia
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MIT License
•6•6•7•5•Updated Jul 29, 2024Jul 29, 2024
ARDESPOT.jl
Public
Implementation of the AR-DESPOT POMDP algorithm
Julia
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Other
•8•12•8•1•Updated Jul 8, 2024Jul 8, 2024
POMDPFiles.jl
Public
Julia
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Other
•6•6•3•1•Updated Jul 1, 2024Jul 1, 2024
LaserTag.jl
Public
Jupyter Notebook
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Other
•8•4•3•2•Updated Jun 14, 2024Jun 14, 2024
AEMS.jl
Public
Anytime error minimization search for POMDPs, implemented in Julia.
Julia
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Other
•3•6•1•0•Updated Jun 14, 2024Jun 14, 2024
GlobalApproximationValueIteration.jl
Public
Julia
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MIT License
•6•6•1•0•Updated Jun 14, 2024Jun 14, 2024
TabularTDLearning.jl
Public
Julia implementations of temporal difference Reinforcement Learning algorithms like Q-Learning and SARSA
reinforcement-learning q-learning sarsa
Julia
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Other
•6•12•1•0•Updated Jun 14, 2024Jun 14, 2024
MCVI.jl
Public
Julia
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Other
•3•5•3•0•Updated Jun 14, 2024Jun 14, 2024
FiniteHorizonValueIteration.jl
Public
Julia
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MIT License
•2•2•0•0•Updated Jun 14, 2024Jun 14, 2024
FIB.jl
Public
Fast informed bound solver for POMDPs.
Julia
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Other
•3•2•3•0•Updated Jun 14, 2024Jun 14, 2024
POMDPSolve.jl
Public
A Julia wrapper for pomdp-solve that interfaces with the POMDPs.jl framework
Julia
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Other
•4•10•3•0•Updated Jun 14, 2024Jun 14, 2024
AdaOPS.jl
Public
An implementation of the AdaOPS (Adaptive Online Packing-based Search), which is an online POMDP Solver used to solve problems defined with the POMDPs.jl generative interface.
Julia
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Other
•3•13•1•0•Updated Jun 14, 2024Jun 14, 2024
IncrementalPruning.jl
Public
Incremental pruning solver for partially observable Markov decision processes
Julia
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MIT License
•3•5•1•0•Updated Jun 14, 2024Jun 14, 2024
PointBasedValueIteration.jl
Public
Point-based value iteration solver for POMDPs
Julia
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MIT License
•5•6•1•0•Updated Jun 14, 2024Jun 14, 2024
LocalApproximationValueIteration.jl
Public
Julia
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Other
•6•10•2•0•Updated Jun 14, 2024Jun 14, 2024
FactoredValueMCTS.jl
Public
Scalable MCTS for team scenarios
mcts multiagent-systems multiagent-planning
Julia
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MIT License
•3•15•1•0•Updated Jun 14, 2024Jun 14, 2024
POMCPOW.jl
Public
Online solver based on Monte Carlo tree search for POMDPs with continuous state, action, and observation spaces.
pomdps
Julia
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Other
•17•56•4•0•Updated Jun 14, 2024Jun 14, 2024
FiniteHorizonPOMDPs.jl
Public
POMDPs.jl-compatible interface for defining MDPs and POMDPs with finite horizons
Julia
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MIT License
•4•6•3•0•Updated Jun 14, 2024Jun 14, 2024
BeliefGridValueIteration.jl
Public
Offline POMDP solver computing an upper bound of the value function in a discretized belief space.
Julia
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Other
•2•3•0•0•Updated Jun 14, 2024Jun 14, 2024
MultiAgentPOMDPs.jl
Public
Julia
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MIT License
•1•4•2•0•Updated Jun 14, 2024Jun 14, 2024