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Matthew Chalk

3 accepted papers

2025

Decomposing stimulus-specific sensory neural information via diffusion models

NeurIPS 2025spotlight

A central question in sensory neuroscience is how much, but also what information neurons transmit about the world. While Shannon’s information theory provides a principled framework to quantify the amount of information neurons encode about all stimuli, it does not reveal which stimuli contribute m…

Cited by 0SourceScholar
2023

Human-in-the-Loop Optimization for Deep Stimulus Encoding in Visual Prostheses

NeurIPS 2023poster

Neuroprostheses show potential in restoring lost sensory function and enhancing human capabilities, but the sensations produced by current devices often seem unnatural or distorted. Exact placement of implants and differences in individual perception lead to significant variations in stimulus respon…