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Strategically Efficient RL
2021年5月
This project implements exploration mechanisms for reinforcement learning that are specifically designed for non-cooperative multi-agent settings. Exploration mechanisms for single-agent RL (e.g. curiosity) are ill-suited to non-cooperative multi-agent settings, as they fail to account for the adversarial nature of these…
Learning to Represent Programs with Graphs Dataset – ICLR 2018
2018年4月
This download contains the graphs (parsed source code) for the open-source projects used in the ICLR 2018 paper “Learning to Represent Programs with Graphs”. In this work, we present how to construct graphs from source code and how to scale…
CO-BED
2023年9月
CO-BED: Information-Theoretic Contextual Optimization via Bayesian Experimental Design. We formalize the problem of contextual optimization through the lens of Bayesian experimental design and propose CO-BED—a general, model-agnostic framework for designing contextual experiments using information-theoretic principles.
Pseudo-Task MAML
2018年8月
This is PointSQL, the source codes of Natural Language to Structured Query Generation via Meta-Learning and Pointing Out SQL Queries From Text from Microsoft Research. We present the setup for the WikiSQL experiments.
Project Azua: Data efficient decision making
2021年9月
Many modern AI algorithms are known to be data-hungry, whereas human decision-making is much more efficient. The human can reason under uncertainty, actively acquire valuable information from the world to reduce uncertainty, and make personalized decisions given incomplete information. How…
Machine Intelligence PyTorch Module Zoo
2021年10月
A number of PyTorch modules (neural network components) that are broadly (re)usable. The goal of this release is to provide a library to machine learning researchers to use and advance the state-of-the-art in the area.
人员
Dave Bignell
SR RESEARCH SCIENTIST
Sam Devlin
Principal Researcher
Adam Foster
Raluca Stevenson
Senior Research Scientist
Wenbo Gong
Senior Researcher
Tarun Gupta
AI Researcher
Katja Hofmann
Senior Principal Researcher
Sarah Lewis
Senior Research Engineer
Chao Ma
Krzysztof Maziarz
Senior Applied Researcher
Tom Minka
Senior Principal Researcher
Pavel Myshkov
Senior Researcher
Hannes Schulz
Senior Researcher
Marwin Segler
Principal Researcher
Shanzheng Tan
Researcher / Technical Program Manager
Jonathan Tims
Senior Software Development Engineer
Ryota Tomioka
Principal Research Manager
Sam Webster
Senior Software Development Engineer
Tian Xie
Principal Research Manager
Yordan Zaykov
Principal Research Engineering Manager
Rianne van den Berg
Principal Research Manager