a class about POMDPs
Theme | Topics |
---|---|
Robot dogs | NeBula, AISR NeBula |
Applications | POMDSoar, |
Offline Solvers | PBVI, HSVI, Perseus |
Offline Solvers | SARSOP, E-PCA, CALP |
Policy Graphs | Hansen, MCVI, PGA |
Online Solvers | AEMS, POMCP, DESPOT |
Moar Online Methods | IS-DESPOT, POMCPOW, AdaOPS |
POMDPish | MOMDP, POMDP-lite, rho-POMDPs |
Memoryless + Policy Search | Sarsa (Lambda), JSJ, Pegasus |
Hierarchical Decomposition | Option, MaxQ, LTRDP |
Hybrid Planning | HybPlan, LetsDrive, BetaZero |
LQR + Shared Autonomy | iLQR, Hindsight, TrustPOMDP |
Multi-Agent | Factored MDPs, FV-POMCPs, G-DICE |