activity
20172024
most citedMastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

1.1k citations · 2.1k across the 10 of their papers we have counts for

collaborators

18 papers

cs.LG2022133 cited

Improving alignment of dialogue agents via targeted human judgements

Amelia Glaese, Nat McAleese, Maja Trębacz +31

We present Sparrow, an information-seeking dialogue agent trained to be more helpful, correct, and harmless compared to prompted language model baselines. We use reinforcement lear…

cs.CL2022243 cited

Scaling Language Models: Methods, Analysis & Insights from Training Gopher

Jack W. Rae, Sebastian Borgeaud, Trevor Cai +77

Language modelling provides a step towards intelligent communication systems by harnessing large repositories of written human knowledge to better predict and understand the world.…

cond-mat.mtrl-sci20216 cited

Atomistic graph networks for experimental materials property prediction

Tian Xie, Victor Bapst, Alexander L. Gaunt +5

Machine Learning (ML) has the potential to accelerate discovery of new materials and shed light on useful properties of existing materials. A key difficulty when applying ML in Mat…

cs.LG2021

Alchemy: A benchmark and analysis toolkit for meta-reinforcement learning agents

Jane X. Wang, Michael King, Nicolas Porcel +14

There has been rapidly growing interest in meta-learning as a method for increasing the flexibility and sample efficiency of reinforcement learning. One problem in this area of res…

cs.AI2020

Game Plan: What AI can do for Football, and What Football can do for AI

Karl Tuyls, Shayegan Omidshafiei, Paul Muller +33

The rapid progress in artificial intelligence (AI) and machine learning has opened unprecedented analytics possibilities in various team and individual sports, including baseball,…

cs.AI202012 cited

Assessing Game Balance with AlphaZero: Exploring Alternative Rule Sets in Chess

Nenad Tomašev, Ulrich Paquet, Demis Hassabis +1

It is non-trivial to design engaging and balanced sets of game rules. Modern chess has evolved over centuries, but without a similar recourse to history, the consequences of rule c…