Oren Neumann
@orenneumann.bsky.social
Doing RL on autonomous driving, supply chains and board games. Physics PhD from Goethe Uni Frankfurt.
Our paper on RL scaling laws got a NeurIPS spotlight!! 😄🥳🚨
We added A LOT of new content, especially analyzing why inverse scaling happens. Check it out on arxiv!
We added A LOT of new content, especially analyzing why inverse scaling happens. Check it out on arxiv!
🚨Do RL scaling laws share the same origin as LLM scaling laws?
We show that AlphaZero scaling might be the result of Zipf's law, and that inverse-scaling can result from unusual frequency curves.
arxiv.org/abs/2412.11979
A 🧵 on scaling laws and board games! ♟️🎲
We show that AlphaZero scaling might be the result of Zipf's law, and that inverse-scaling can result from unusual frequency curves.
arxiv.org/abs/2412.11979
A 🧵 on scaling laws and board games! ♟️🎲
October 16, 2025 at 8:45 AM
Our paper on RL scaling laws got a NeurIPS spotlight!! 😄🥳🚨
We added A LOT of new content, especially analyzing why inverse scaling happens. Check it out on arxiv!
We added A LOT of new content, especially analyzing why inverse scaling happens. Check it out on arxiv!
Reviewer asks why we didn't cite a recent paper. That paper cites our paper that's being reviewed 😅
I wonder how common citation cycles are...
I wonder how common citation cycles are...
July 26, 2025 at 6:19 PM
Reviewer asks why we didn't cite a recent paper. That paper cites our paper that's being reviewed 😅
I wonder how common citation cycles are...
I wonder how common citation cycles are...
🚨Do RL scaling laws share the same origin as LLM scaling laws?
We show that AlphaZero scaling might be the result of Zipf's law, and that inverse-scaling can result from unusual frequency curves.
arxiv.org/abs/2412.11979
A 🧵 on scaling laws and board games! ♟️🎲
We show that AlphaZero scaling might be the result of Zipf's law, and that inverse-scaling can result from unusual frequency curves.
arxiv.org/abs/2412.11979
A 🧵 on scaling laws and board games! ♟️🎲
December 19, 2024 at 2:17 PM
🚨Do RL scaling laws share the same origin as LLM scaling laws?
We show that AlphaZero scaling might be the result of Zipf's law, and that inverse-scaling can result from unusual frequency curves.
arxiv.org/abs/2412.11979
A 🧵 on scaling laws and board games! ♟️🎲
We show that AlphaZero scaling might be the result of Zipf's law, and that inverse-scaling can result from unusual frequency curves.
arxiv.org/abs/2412.11979
A 🧵 on scaling laws and board games! ♟️🎲
Reposted by Oren Neumann
I'm excited to share a new paper: "Mastering Board Games by External and Internal Planning with Language Models"
storage.googleapis.com/deepmind-med...
(also soon to be up on Arxiv, once it's been processed there)
storage.googleapis.com/deepmind-med...
(also soon to be up on Arxiv, once it's been processed there)
storage.googleapis.com
December 5, 2024 at 7:49 AM
I'm excited to share a new paper: "Mastering Board Games by External and Internal Planning with Language Models"
storage.googleapis.com/deepmind-med...
(also soon to be up on Arxiv, once it's been processed there)
storage.googleapis.com/deepmind-med...
(also soon to be up on Arxiv, once it's been processed there)