• Stars
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    31
  • Rank 820,005 (Top 17 %)
  • Language
    Julia
  • License
    Other
  • Created over 7 years ago
  • Updated over 1 year ago

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Repository Details

The PO-UCT algorithm (aka POMCP) implemented in Julia

More Repositories

1

POMDPs.jl

MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.
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2

MCTS.jl

Monte Carlo Tree Search for Markov decision processes using the POMDPs.jl framework
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3

DeepQLearning.jl

Implementation of the Deep Q-learning algorithm to solve MDPs
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4

POMCPOW.jl

Online solver based on Monte Carlo tree search for POMDPs with continuous state, action, and observation spaces.
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52
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5

ParticleFilters.jl

Simple particle filter implementation in Julia - works with POMDPs.jl models or others.
Julia
45
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6

POMDPGallery.jl

A gallery of POMDPs.jl problems
Julia
44
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7

POMDPModels.jl

Problem models for testing POMDPs.jl
Jupyter Notebook
28
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8

QuickPOMDPs.jl

Concise and friendly interfaces for defining MDP and POMDP models for use with POMDPs.jl solvers
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9

RLInterface.jl

Interface for deep reinforcement learning
Julia
24
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10

POMDPExamples.jl

Examples and Tutorials for POMDPs.jl
Jupyter Notebook
23
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11

DiscreteValueIteration.jl

Value iteration solver for MDPs
Julia
20
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12

FactoredValueMCTS.jl

Scalable MCTS for team scenarios
Julia
15
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13

QMDP.jl

QMDP Solvers for POMDPs
Julia
15
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14

SARSOP.jl

Julia package that wraps the SARSOP software for solving POMDPs/MDPs
Julia
13
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15

quickpomdps

Interface for defining discrete and continuous-space MDPs and POMDPs in python. Compatible with the POMDPs.jl ecosystem.
Python
12
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16

ARDESPOT.jl

Implementation of the AR-DESPOT POMDP algorithm
Julia
11
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17

POMCP.jl

Julia Implementation of the POMCP algorithm for solving POMDPs
Jupyter Notebook
11
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18

POMDPSolve.jl

A Julia wrapper for pomdp-solve that interfaces with the POMDPs.jl framework
Julia
10
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19

LocalApproximationValueIteration.jl

Julia
10
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20

POMDPToolbox.jl

Support tools for solving POMDPs
Julia
10
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21

DESPOT.jl

[USE ARDESPOT.jl INSTEAD - This package is not maintained] Package implementing DESPOT POMDP solver for POMDPs.jl
Julia
9
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22

POMDPPolicies.jl

Julia
9
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23

POMDPSimulators.jl

Simulators for POMDPs.jl
Julia
8
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24

POMDPModelTools.jl

Useful extensions of the POMDPs.jl interface
Julia
8
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25

TabularTDLearning.jl

Julia implementations of temporal difference Reinforcement Learning algorithms like Q-Learning and SARSA
Julia
8
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26

GenerativeModels.jl

Extension to POMDPs.jl for problems with a generative model (eliminates the need for distributions)
Julia
7
star
27

POMDPFiles.jl

Julia
6
star
28

ContinuumWorld.jl

A continuous gridworld-like MDP for education.
Jupyter Notebook
6
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29

NativeSARSOP.jl

Julia
6
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30

AEMS.jl

Anytime error minimization search for POMDPs, implemented in Julia.
Julia
6
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31

GlobalApproximationValueIteration.jl

Julia
6
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32

PointBasedValueIteration.jl

Point-based value iteration solver for POMDPs
Julia
6
star
33

DroneSurveillance.jl

Implementation of a drone surveillance problem with POMDPs.jl
Julia
6
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34

FiniteHorizonPOMDPs.jl

POMDPs.jl-compatible interface for defining MDPs and POMDPs with finite horizons
Julia
5
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35

RockSample.jl

Implement the rock sample problem using POMDPs.jl
Julia
5
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36

SparseSampling.jl

WIP Sparse Sampling algorithm for fully and partially observable MDPs
Julia
5
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37

BeliefUpdaters.jl

Julia
5
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38

CompressedBeliefMDPs.jl

Compressed belief-state MDPs in Julia compatible with POMDPs.jl
Julia
5
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39

MCVI.jl

Julia
5
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40

POMDPLinter.jl

Tools to help develop POMDP Models
Julia
4
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41

POMDPDistributions.jl

Implements distribution models to be used with POMDPs.jl
Julia
4
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42

IncrementalPruning.jl

Incremental pruning solver for partially observable Markov decision processes
Julia
4
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43

MOMDPs.jl

An extension of POMDPs.jl for Mixed Observability MDPs
Julia
4
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44

POMDPReinforce.jl

Wrapper that turns POMDPs.jl problems into Reinforce.jl environments
Julia
4
star
45

POMDPXFiles.jl

Package for generating and parsing .pomdpx files for SARSOP
Julia
4
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46

LaserTag.jl

Jupyter Notebook
4
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47

MultiAgentPOMDPs.jl

Julia
3
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48

DynamicDecisionNetworks.jl

Interface for dynamic decision networks in Julia
Julia
3
star
49

POMDPTools.jl

Tools for defining and working with POMDPs.jl models.
Julia
3
star
50

BeliefGridValueIteration.jl

Offline POMDP solver computing an upper bound of the value function in a discretized belief space.
Julia
3
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51

POMDPTesting.jl

Julia
3
star
52

FiniteHorizonValueIteration.jl

Julia
2
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53

SARSOP_jll.jl

Julia
2
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54

juliapomdp.github.io

Website
HTML
2
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55

POMDPGifs.jl

Utilities for generating gifs of POMDPs
Julia
2
star
56

Registry

Julia
2
star
57

POMDPBounds.jl

Extension to POMDPs.jl for solvers that use lower and upper bounds on the value function
Julia
2
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58

MultiAgentSysAdmin.jl

Julia
2
star
59

maintenance-tools

Various tools for maintaining the repositories owned by JuliaPOMDP
Julia
2
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60

FIB.jl

Fast informed bound solver for POMDPs.
Julia
2
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61

MultiUAVDelivery.jl

Julia
2
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62

BlinkPOMDPSimulator.jl

POMDPs.jl Simulator that displays a visualization via Blink.jl
Julia
2
star
63

MonteCarloTreeSearch.jl

Monte Carlo Tree Search for Markov decision processes using the CommonRLInterface
Julia
1
star