JuliaPOMDP / JuliaPOMDP/DeepQLearning.jl

Action masking feature (legal actions)

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Dominant language
Julia
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Forks
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Description

POMDPs.jl [supports state-dependent action spaces](https://juliapomdp.github.io/POMDPs.jl/stable/def_pomdp/#state-dep-action)

However, DeepQLearning.jl is always picking the full action space.
That's because the `solve` enumerates the actions once [here](https://github.com/JuliaPOMDP/DeepQLearning.jl/blob/e62ac7626c7a2f4b2b981208a3bb557e71f7d327/src/solver.jl#L41C5-L41C15), hands them into the policy, which are broadly used there after.

Do you think of a way to have action masking with the current implementation ?

Contributor guide

No contributing guide indexed for this repository

Research direction

Start in src/solver.jl at the solve code around line 41, where actions are enumerated once, then trace how the policy uses that action list. Review the POMDPs.jl state-dependent action-space behavior as context. Done means DeepQLearning.jl can select only legal actions for each state without breaking the current policy flow.

Written by the indexing model from the issue text.

Assessment

Tech stack
julia
Domain
machine-learning
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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