The Little Book of Reinforcement Learning

120 pointsposted 10 hours ago
by mustaphah

14 Comments

newsomix9xl

7 hours ago

Real biological operant behavior isn't exactly trial and error learning.

Many factors shape and guide initial responses.

What I've noticed in some descriptions of models is the use of optimization for reinforcement to shape responses. In real organisms behavior may be controlled by short or long term outcomes, and may oscillate between this "optimization" based on schedules. This produces variability in the trials which can adjust behavior. Are we seeing these reinforcement models do this?

herodoturtle

2 hours ago

I found this comment/question deeply intriguing.

I’m no expert at this and was wondering what you meant by the following:

> In real organisms behavior may be controlled by short or long term outcomes, and may oscillate between this "optimization" based on schedules

Could you perhaps provide an example that would help me understand what you mean?

Thanks for the insightful comment either way.

programjames

7 hours ago

I skimmed through the book, and it's lacking the information theory foundations. For example, "trust region methods" come from maximizing the policy's relative entropy (to a reference policy) under a tournament system where high-scoring agents are exponentially likely to survive. In general, a reward is the negative bits it costs an environment to propagate an agent (multiplied by some temperature).

johnea

9 hours ago

Is this riffing on Strunk and Whites: The Elements of Style?

Often referred to as "The Little Book".

tejtm

an hour ago

The Little Schemer, The Little Typer, The Little Reasoner, The Little Proover The Little MLer ...

It has been going on for a while in Lispy land

leoc

9 hours ago

Most likely not: “The Little Book of …” has been a publisher’s standby since the nineteenth century (at least).

AlexB138

3 hours ago

There are several "Libellus de Miraculis" (Little Book of Miracles) of different saints from the 12th century!