Social impact and governance of AI and neurotechnologies

Protein structure predictions to atomic accuracy with AlphaFold

(2022) John Jumper et al.   NATURE METHODS

Serotonergic modulation of cognitive computations

(2021) Kenji Doya et al.   Current Opinion in Behavioral Sciences

Highly accurate protein structure prediction with AlphaFold

(2021) John Jumper et al.   NATURE

Improved protein structure prediction using potentials from deep learning

(2020) Andrew W. Senior et al.   NATURE

Recalibrating global data center energy-use estimates

(2020) Eric Masanet et al.   SCIENCE

Decoding and encoding models reveal the role of mental simulation in the brain representation of meaning

(2020) David Soto et al.   Royal Society Open Science

Artificial Intelligence, Values, and Alignment

(2020) Iason Gabriel   MINDS AND MACHINES

Mastering Atari, Go, chess and shogi by planning with a learned model

(2020) Julian Schrittwieser et al.   NATURE

Task representations in neural networks trained to perform many cognitive tasks

(2019) Guangyu Robert Yang et al.   NATURE NEUROSCIENCE

Responsibility and Sustainability in Brain Science, Technology, and Neuroethics in China—a Culture-Oriented Perspective

(2019) Yi Wang et al.   NEURON

Translating cancer genomics into precision medicine with artificial intelligence: applications, challenges and future perspectives

(2019) Jia Xu et al.   HUMAN GENETICS

Computational mechanisms of curiosity and goal-directed exploration

(2019) Philipp Schwartenbeck et al.   eLife

Closed-loop cycles of experiment design, execution, and learning accelerate systems biology model development in yeast

(2019) Anthony Coutant et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Towards spike-based machine intelligence with neuromorphic computing

(2019) Kaushik Roy et al.   NATURE

Analogues of mental simulation and imagination in deep learning

(2019) Jessica B Hamrick   Current Opinion in Behavioral Sciences

A disinhibitory circuit motif and flexible information routing in the brain

(2018) Xiao-Jing Wang et al.   CURRENT OPINION IN NEUROBIOLOGY

Prefrontal cortex as a meta-reinforcement learning system

(2018) Jane X. Wang et al.   NATURE NEUROSCIENCE

Neural scene representation and rendering

(2018) S. M. Ali Eslami et al.   SCIENCE

Neuroethics Questions to Guide Ethical Research in the International Brain Initiatives

(2018) Karen S. Rommelfanger et al.   NEURON

Uncertainty, epistemics and active inference

(2017) Thomas Parr et al.   Journal of the Royal Society Interface

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Four ethical priorities for neurotechnologies and AI

(2017) Rafael Yuste et al.   NATURE

Flexible information routing by transient synchrony

(2017) Agostina Palmigiano et al.   NATURE NEUROSCIENCE

Neuroscience-Inspired Artificial Intelligence

(2017) Demis Hassabis et al.   NEURON

Learning partial differential equations via data discovery and sparse optimization

(2017) Hayden Schaeffer   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Building machines that learn and think like people

(2016) Brenden M. Lake et al.   BEHAVIORAL AND BRAIN SCIENCES

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Neural substrate of dynamic Bayesian inference in the cerebral cortex

(2016) Akihiro Funamizu et al.   NATURE NEUROSCIENCE

Cortical thickness of the dorsolateral prefrontal cortex predicts strategic choices in economic games

(2016) Toshio Yamagishi et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Discovering governing equations from data by sparse identification of nonlinear dynamical systems

(2016) Steven L. Brunton et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

A Unifying Probabilistic View of Associative Learning

(2015) Samuel J. Gershman   PLoS Computational Biology

Emergence of Polymorphic Mating Strategies in Robot Colonies

(2014) Stefan Elfwing et al.   PLoS One

Spontaneous giving and calculated greed

(2012) David G. Rand et al.   NATURE

Darwinian embodied evolution of the learning ability for survival

(2011) Stefan Elfwing et al.   ADAPTIVE BEHAVIOR

Software for systems biology: from tools to integrated platforms

(2011) Samik Ghosh et al.   NATURE REVIEWS GENETICS

Activity in the amygdala elicited by unfair divisions predicts social value orientation

(2009) Masahiko Haruno et al.   NATURE NEUROSCIENCE

Temporal-Difference Reinforcement Learning with Distributed Representations

(2009) Zeb Kurth-Nelson et al.   PLoS One

The Automation of Science

(2009) Ross D. King et al.   SCIENCE

Modulators of decision making

(2008) Kenji Doya   NATURE NEUROSCIENCE