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Aditya Mohan

@amsks96

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

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Latest posts by Aditya Mohan @amsks96

Find someone who loves you more than ML people love saying manifold

20.11.2025 01:58 πŸ‘ 43 πŸ” 3 πŸ’¬ 5 πŸ“Œ 4

Ooh nice! I'll check it out!

21.03.2025 17:23 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 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 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 πŸ‘ 101 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 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 πŸ‘ 1 πŸ” 2 πŸ’¬ 0 πŸ“Œ 0

Pretty cool initiative @eugenevinitsky.bsky.social !

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