Aditya Mohan's Avatar

Aditya Mohan

@amsks96.bsky.social

PhD Student working on Generlization and State abstractions in #RL, #MetaLearning, and #AutoRL amsks.github.io

1,672 Followers  |  365 Following  |  3 Posts  |  Joined: 21.09.2023  |  1.4583

Latest posts by amsks96.bsky.social on Bluesky

Ooh nice! I'll check it out!

21.03.2025 17:23 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
Reinforcement Learning: An Overview This manuscript gives a big-picture, up-to-date overview of the field of (deep) reinforcement learning and sequential decision making, covering value-based RL, policy-gradient methods, model-based met...

An updated intro to reinforcement learning by Kevin Murphy: arxiv.org/abs/2412.05265! Like their books, it covers a lot and is quite up to date with modern approaches. It also is pretty unique in coverage, I don't think a lot of this is synthesized anywhere else yet

09.12.2024 14:27 β€” πŸ‘ 270    πŸ” 73    πŸ’¬ 9    πŸ“Œ 5

I collected some folk knowledge for RL and stuck them in my lecture slides a couple weeks back: web.mit.edu/6.7920/www/l... See Appendix B... sorry, I know, appendix of a lecture slide deck is not the best for discovery. Suggestions very welcome.

27.11.2024 13:36 β€” πŸ‘ 113    πŸ” 17    πŸ’¬ 3    πŸ“Œ 3

It's 2040. ICLR rebuttal now lasts two years. Reviewer 2 still hasn't read your paper but has strong opinions about it

25.11.2024 20:42 β€” πŸ‘ 102    πŸ” 6    πŸ’¬ 4    πŸ“Œ 0

Learning can also mean functional adaptation. So, adapting to contextβ€”whether through embeddings or reasoningβ€”can still count.

20.11.2024 23:27 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Welcome to the Home of Automated Reinforcement Learning AutoRL aims to make RL applicable out of the box by using AutoML and Meta-Learning to make it more efficient, robust and general. AutoRL.org provides an overview of the state of AutoRL.

πŸ”§ autorl.org - crowdsourcing what actually works in RL tuning. Early days & growing! Got insights on hyperparameters, design decisions, or automation? Join us! #RL

19.11.2024 09:07 β€” πŸ‘ 1    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0

Pretty cool initiative @eugenevinitsky.bsky.social !

19.11.2024 15:55 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

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