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Revolutionising Interior Design with AI
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Behavioral Representation Learning from Animal Poses.
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See All| graded | 177565 | ||
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| graded | 177538 |
ASCII-rendered single-player dungeon crawl game
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Latest submissions
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MABe 2022: Mouse Triplets
NeurIPS 2021 - The NetHack Challenge
Identify environment across steps while learning
Over 4 years agoMy idea was to make something like an โassisted AIโ. Instead of waiting millions of steps to avoid climbing the entrance stairs, eating kobold corpses and walking into walls, I would like to make an actor able to choose between not-obviously-stupid actions .
So for this I would like to have a state attached to the actor or the environment ( where I would store things like โthe stairdown is there even if there is a bow dropped on itโ, the intrinsics etc ), and alter the โcall to inferenceโ . Obviously this prevents the model to learn about some actions ( for example when asked to say y/n at: โBeware, there will be no returnโ, I force Direction.SE when the actor happily samples randomly on the action space ), but I am not sure there is a value, in this case, to let it try something else.
So while training and testing I want to be able to โhelp choose sensible optionsโ.
Note that while training, overriding the โstep()โ function of the environment does not do what I want because I want to learn the forced action, not the original one.
I understand I should use a gym wrapper around the environment, this seems to be an allowed method, I have to see if this way I will be able to add one more key to the observations ( for example an uuid computed at reset() time ).
Access to screen_descriptions observation key
Over 4 years agoThe screen_descriptions observation key is not accessible in the NethackChallenge class and itโs not possible to enable it for submissions ( or is it ?? ). Also the HELP ( โ?โ ) function is disabled even if itโs available in the game and itโs the only way to know if the dog is tame and if a monster is peaceful.
Is it possible to enable the key for the challenge ?
Identify environment across steps while learning
Over 4 years agoWith the torchbeast system, I understand I have access , at each step, to the environment and the actor state in the inference function while learning , but the batch size is dynamic and I have found no identifier which would allow me to know which environment/actor are in the batch.
It seems all the batch.get_inputs() is managed by the torchbeast library, I would rather not recompile it.
Does anyone have a smart hack ?
How does ranking work?
Almost 4 years agoHello, I do not understand how the ranking works in this challenge.
The last submission I made had a F1 score of 0.153 and it has been โgraded with a score of 0.0โ.
I was also โcongratulated for my first submissionโ, but actually it was the sixth .
Should I select the submission for the ranking? Or is there a bug? Or is the F1 score irrelevant for ranking?