Question: Should there be a tag for on AI Stack Exchange?

Background: It seems that the current relevant tags for offline RL are [tag:off-policy methods], , and (the second of those tags being a synonym of the third). When I looked at the tag, the questions seemed to be split between offline RL and questions regarding batches of data (e.g. for neural network training) - two very distinct types of questions. I feel that a tag that distinguishes offline RL from batch learning may be helpful for the AI Stack Exchange community.

From my own experience, it looks like offline RL is emerging as a more specific term in the research community throughout the past few years. For example, a survey by Sergei Levine et al. in 2020 had a fairly substantial paragraph (second paragraph of section 2.2 here) that discusses the distinctions between the terms off-policy learning, batch learning, and offline RL. In summary, offline RL is a subset of off-policy learning that doesn't involve any more interaction with the environment, a major difference. Also, they explicitly state that using the term batch learning in place of offline RL can be confusing.

While it isn't discussed in the survey, I find that the offline learning seems to be too general of a tag for offline RL questions, for example, due to the vastly different algorithms and intuitions used to find an optimal policy versus training a classifier. In addition, the Wikipedia page on offline learning explicitly states that "Offline learning is working in batch mode", again causing possible confusion if offline learning is used as a tag instead of offline RL. Finally, I think using a generic reinforcement learning tag is also too general due to the different algorithms and concerns in the field of offline RL.

I haven't made a tag yet, and I'm mainly wondering if my thought process is correct since I have never created a tag. Also, I'm unsure if there are any unwritten rules regarding tags that I am unaware of. For those wondering, I asked this question because I was surprised to find that there was no tag when answering a question on offline RL.


1 Answer 1


Sure, creating a new tag like that sounds good to me. Short answer, but don't really have anything else to say... if you'd like to, please go ahead :)

  • $\begingroup$ Thanks @Dennis Soemers. Should I go through the 16 questions with the [batch-learning] tag and retag the ~8 or so to [offline-reinforcement-learning], or should I leave old questions as they are? $\endgroup$
    – DeepQZero
    Commented Mar 5, 2023 at 23:04
  • 1
    $\begingroup$ @DeepQZero It's good to edit tags of old questions (when appropriate) too! $\endgroup$
    – Dennis Soemers Mod
    Commented Mar 6, 2023 at 15:47
  • $\begingroup$ I made the changes. Thanks! I wanted to make the tag synonym [offline-rl], but I guess I don't have enough reputation. $\endgroup$
    – DeepQZero
    Commented Mar 6, 2023 at 20:48
  • 2
    $\begingroup$ I've gone ahead and added the synonym, @DeepQZero. One other thing that would be appreciated is if you could write a short tag wiki excerpt, giving some guidance on when that tag should be used. $\endgroup$
    – Mithical Mod
    Commented Mar 6, 2023 at 21:13
  • $\begingroup$ @Mithical Good idea! I will try to add the except within a week. I'm not an expert in the area, but I definitely can provide a start. Also, thanks for showing me the tag font in markdown - I didn't know about it. $\endgroup$
    – DeepQZero
    Commented Mar 6, 2023 at 21:32

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