Neuroscience papers contributed to by Google DeepMind
2025
- Characterizing neuronal population geometry with AI equation discovery. bioRxiv
- Discovering symbolic cognitive models from human and animal behavior. ICML
- Natural behaviour is learned through dopamine-mediated reinforcement. Nature
- Whole-body physics simulation of fruit fly locomotion. Nature
2024
- Hybrid neural-cognitive models reveal how memory shapes human reward learning. PsyArXiv
- Dorsal prefrontal cortex drives perseverative behavior in mice. bioRxiv
- Decomposing dynamical subprocesses for compositional generalization. PNAS
- Understanding dual process cognition via the minimum description length principle. PLOS Computational Biology
- A virtual rodent predicts the structure of neural activity across behaviors. Nature
- Dynamic reinforcement learning reveals time-dependent shifts in strategy during reward learning, eLife
- Distributional reinforcement learning in prefrontal cortex, Nature Neuroscience
- Predictive auxiliary objectives in deep RL mimic learning in the brain, ICLR
2023
- Computational and systems neuroscience: The next 20 years. PLOS Biology
- Generative replay underlies compositional inference in the hippocampal-prefrontal circuit. Cell
- Cognitive model discovery via disentangled RNNs. NeurIPS
- Conditional randomization tests for behavioral and neural time series. arXiv
- Predictive and interpretable: Combining artificial neural networks and classic cognitive models to understand human learning and decision making. Cognitive Science
- A probabilistic successor representation for context-dependent prediction. Psychological Review
- Discounting future reward in an uncertain world. Decision
- Rapid approximation of successor representations with STDP and theta phase precession. eLife
- Replay and compositional cognition. Neuron
2022
2021
- From predictive models to cognitive models: Separable behavioral processes underlying reward learning in the rat. bioRxiv
- Multi-step planning in the brain. Current Opinion in Behavioral Science
- Impaired neural replay of inferred relationships in schizophrenia. Cell
- Replay bursts in humans coincide with activation of the default mode and parietal alpha networks. Neuron
- Temporally delayed linear modelling (TDLM) measures replay in both animals and humans. eLife
- Flexible modulation of sequence generation in the entorhinal-hippocampal system. Nature Neuroscience
- Unsupervised deep learning identifies semantic disentanglement in single inferotemporal face patch neurons. Nature Communications
- Overcoming Pavlovian bias in semantic space. Scientific Reports
- Dreading the pain of others? Altruistic responses to others’ pain underestimate dread. JEAB
2020
- A general model of hippocampal and dorsal striatal learning and decision making. PNAS
- Human replay spontaneously reorganizes experience. Cell
- A distributional code for value in dopamine-based RL. Nature
- The value of what’s to come: Neural mechanisms coupling prediction error and the utility of anticipation. Science Advances
- Social training reconfigures prediction errors to shape self-other boundaries. Nature Communications
- Social discounting of pain. JEAB
- Deep neuroethology of a virtual rodent. ICLR
- Deep RL and its neuroscientific implications. Neuron
2019 and earlier
- Hierarchical motor control in mammals and machines. Nature Communications, 2019
- Computing value from quality and quantity in human decision-making. Journal of Neuroscience, 2019
- Reinforcement learning, fast and slow. Trends in Cognitive Science, 2019
- Prefrontal cortex as a meta-reinforcement learning system. Nature Neuroscience, 2018
- Vector-based navigation using grid-like representations in artificial agents. Nature, 2018
- Magnetoencephalography decoding reveals structural differences within integrative decision processes. Nature Human Behavior, 2018
- What is a cognitive map? Neuron, 2018
- Big-loop recurrence supports integration of information across episodes. Neuron, 2018
- Neuroscience-inspired artificial intelligence. Neuron, 2017
- Dorsal hippocampus contributes to model-based planning. Nature Neuroscience, 2017
- The hippocampus as a predictive map. Nature Neuroscience, 2017
- What learning systems do intelligent agents need? Complementary learning systems theory updated. Trends in Cognitive Science, 2016
- Learning to reinforcement learn. Cognitive Science, 2016
- Neural mechanisms of hierarchical planning in a virtual subway network. Neuron, 2016