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D-Index
44
Citations
59894
World Ranking
7023
National Ranking
3024

Overview

Dharshan Kumaran is a researcher affiliated with Google in the United States, whose work spans multiple domains within computer science and neuroscience. Their research portfolio includes contributions in areas related to artificial intelligence and cognitive neuroscience, with specific focus on understanding neural dynamics, memory mechanisms, and sensory function.

The scientist's main fields of study include:

  • Computer Science
  • Neuroscience

Within these fields, Kumaran's subfields of study are:

  • Artificial Intelligence
  • Computer Vision and Pattern Recognition
  • Cognitive Neuroscience
  • Sensory Systems
  • Developmental and Educational Psychology

Kumaran's research explores several key topics, including:

  • Topic Modeling
  • Multimodal Machine Learning Applications
  • Memory and Neural Mechanisms
  • Neural dynamics and brain function
  • Olfactory and Sensory Function Studies
  • Child and Animal Learning Development
  • Intelligent Tutoring Systems and Adaptive Learning

The researcher has authored multiple scientific papers, some of which are recent contributions. Notable works include:

  • "A model of egocentric to allocentric understanding in mammalian brains," 2020, bioRxiv (Cold Spring Harbor Laboratory)
  • "Language models show human-like content effects on reasoning tasks," 2022, arXiv (Cornell University)
  • "Language models, like humans, show content effects on reasoning tasks," 2024, PNAS Nexus
  • "Transformers generalize differently from information stored in context vs in weights," 2022, arXiv (Cornell University)
  • "MEMO: A Deep Network for Flexible Combination of Episodic Memories," 2020, arXiv (Cornell University)

Kumaran frequently collaborates with several coauthors, including:

  • Andrea Banino
  • Charles Blundell
  • Andrew K. Lampinen
  • Ishita Dasgupta
  • Stephanie C. Y. Chan

The primary venues for Kumaran's published work include:

  • arXiv (Cornell University)
  • bioRxiv (Cold Spring Harbor Laboratory)
  • PNAS Nexus

Best Publications

  • Human-level control through deep reinforcement learning

    Volodymyr Mnih;Koray Kavukcuoglu;David Silver;Andrei A. Rusu

  • Overcoming catastrophic forgetting in neural networks

    James Kirkpatrick;Razvan Pascanu;Neil C. Rabinowitz;Joel Veness

  • A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play.

    David Silver;Thomas Hubert;Julian Schrittwieser;Ioannis Antonoglou

  • Frames, biases, and rational decision-making in the human brain

    Benedetto De Martino;Dharshan Kumaran;Ben Seymour;Raymond J. Dolan

  • Patients with hippocampal amnesia cannot imagine new experiences

    Demis Hassabis;Dharshan Kumaran;Seralynne D. Vann;Eleanor A. Maguire

  • Neuroscience-Inspired Artificial Intelligence.

    Demis Hassabis;Dharshan Kumaran;Christopher Summerfield;Matthew Botvinick

  • Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

    David Silver;Thomas Hubert;Julian Schrittwieser;Ioannis Antonoglou

  • Using Imagination to Understand the Neural Basis of Episodic Memory

    Demis Hassabis;Dharshan Kumaran;Eleanor A. Maguire

  • Vector-based navigation using grid-like representations in artificial agents

    Andrea Banino;Caswell Barry;Benigno Uria;Charles Blundell

  • What Learning Systems do Intelligent Agents Need? Complementary Learning Systems Theory Updated

    Dharshan Kumaran;Dharshan Kumaran;Demis Hassabis;James L. McClelland

  • Prefrontal cortex as a meta-reinforcement learning system

    Jane X. Wang;Zeb Kurth-Nelson;Dharshan Kumaran;Dhruva Tirumala

  • Learning to reinforcement learn

    Jane X. Wang;Zeb Kurth-Nelson;Dhruva Tirumala;Hubert Soyer

  • Learning to Navigate in Complex Environments

    Piotr Mirowski;Razvan Pascanu;Fabio Viola;Hubert Soyer

  • Generalization Through the Recurrent Interaction of Episodic Memories: A Model of the Hippocampal System

    Dharshan Kumaran;James L. McClelland

  • An unexpected sequence of events: mismatch detection in the human hippocampus.

    Dharshan Kumaran;Eleanor A Maguire

  • Tracking the Emergence of Conceptual Knowledge during Human Decision Making

    Dharshan Kumaran;Jennifer J. Summerfield;Demis Hassabis;Eleanor A. Maguire

  • Match-Mismatch Processes Underlie Human Hippocampal Responses to Associative Novelty

    Dharshan Kumaran;Eleanor A. Maguire

  • Strong Evidence for Pattern Separation in Human Dentate Gyrus.

    David Berron;Hartmut Schütze;Anne Maass;Arturo Cardenas-Blanco

  • The Human Hippocampus: Cognitive Maps or Relational Memory?

    Dharshan Kumaran;Eleanor A. Maguire

  • A Genetically Mediated Bias in Decision Making Driven by Failure of Amygdala Control

    J. P. Roiser;B. de Martino;G. C. Tan;D. Kumaran

Frequent Co-Authors

Emrah Düzel
Emrah Düzel German Center for Neurodegenerative Diseases
Eleanor A. Maguire
Eleanor A. Maguire University College London
Hugo J. Spiers
Hugo J. Spiers University College London
Matthew Botvinick
Matthew Botvinick Yale University
Raymond J. Dolan
Raymond J. Dolan University College London
Caswell Barry
Caswell Barry University College London
Ben Seymour
Ben Seymour University of Oxford
Seralynne Denise Vann
Seralynne Denise Vann Cardiff University
Claudia Clopath
Claudia Clopath Imperial College London
James L. McClelland
James L. McClelland Stanford University

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