Houjun Liu

POMDPs Index

a class about POMDPs

ThemeTopics
Robot dogsNeBula, AISR NeBula
ApplicationsPOMDSoar,
Offline SolversPBVI, HSVI, Perseus
Offline SolversSARSOP, E-PCA, CALP
Policy GraphsHansen, MCVI, PGA
Online SolversAEMS, POMCP, DESPOT
Moar Online MethodsIS-DESPOT, POMCPOW, AdaOPS
POMDPishMOMDP, POMDP-lite, rho-POMDPs
Memoryless + Policy SearchSarsa (Lambda), JSJ, Pegasus
Hierarchical DecompositionOption, MaxQ, LTRDP
Hybrid PlanningHybPlan, LetsDrive, BetaZero
LQR + Shared AutonomyiLQR, Hindsight, TrustPOMDP
Multi-AgentFactored MDPs, FV-POMCPs, G-DICE

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