Article

A Comparison of Non-human Primate and Deep Reinforcement Learning Agent Performance in a Virtual Pursuit-Avoidance Task

2019-03-05

Abstract excerpt

We compare the performance of non-human primates and deep reinforcement learning agents in a virtual pursuit-avoidance task, as part of an effort to understand the role that cognitive control plays in the deeply evolved skill of chase and escape behavior. Here we train two agents, a deep Q network and an actor-critic model, on a video game in which the player must capture a prey while avoiding a predator. A previo...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 09a6d38b-ce4f-5d65-bb19-6580fd1aa74d
DOI: 10.1101/567545

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

A Comparison of Non-human Primate and Deep Reinforcement Learning Agent Performance in a Virtual Pursuit-Avoidance TaskDOI 10.1101/567545Read

Robotic pursuit evasion problem in a constrained game area using deep reinforcement learning and self-play trainingSemantic proximity Read

Modeling the mind of a predator: Interactive cognitive maps support flexible avoidance of dynamic threatsSemantic proximity Read

Computational neural mechanisms of goal-directed planning and problem solvingSemantic proximity Read

The Neural Basis of Predictive PursuitSemantic proximity Read

Imitation as a model-free process in human reinforcement learningSemantic proximity Read

Advances in deep reinforcement learning enable better predictions of human behavior in time-continuous tasksSemantic proximity Read

Modeling sensory-motor decisions in natural behaviorSemantic proximity Read

An integrative computational approach for obstacle avoidance during action selectionSemantic proximity Read

Model-Based Reinforcement Learning for Ultrasound-Driven Autonomous MicrorobotsSemantic proximity Read

Inferring control objectives in a virtual balancing task in humans and monkeysSemantic proximity Read

Lifelike Agility and Play on Quadrupedal Robots using Reinforcement Learning and Generative Pre-trained ModelsSemantic proximity Read

Can associative learning be the general process for intelligent behavior in non-human animals?Semantic proximity Read