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Topic: visually-guided foraging

ePoster
1 ePoster

In Neuroscience

Modelling ecological constraints on visual processing with deep reinforcement learning

Sacha Sokoloski, Jure Majnik, Thomas Euler, Philipp Berens · COSYNE 2023

Normative principles describe how to efficiently encode visual scenes, and supervised learning models show how formal tasks shape visual processing, yet animal vision ultimately adapts to encode survival-relevant features. To study how ecology constrains visual processing, we present a reinforcement learning (RL) framework in which an agent aims to survive in a 3-d environment that it perceives through a vision model. In particular, we consider a visually-guided foraging task: the environment is populated with randomly placed objects, and the agent must learn to identify those that increase or

Sat, Mar 11, 2023

ePoster · Neuroscience