Bionic Vision Lab

@bionicvisionlab.org

👁️🧠🖥️🧪🤖 What would the world look like with a bionic eye? Interdisciplinary research group at UC Santa Barbara. PI: @mbeyeler.bsky.social‬ #BionicVision #Blindness #NeuroTech #VisionScience #CompNeuro #NeuroAI

What if your strongest #ML model is brittle at one thing that really matters? Can it learn that behavior from a weaker but specialist model, even when they share no task, no data, and no architecture? My student Galen Pogoncheff explored this in our #ICLR2026 paper: 👉 arxiv.org/abs/2505.23933

BIRD: Behavior Induction via Representation-structure Distillation

Human-aligned deep learning models exhibit behaviors consistent with human values, such as robustness, fairness, and honesty. Transferring these behavioral properties to models trained on different ta...

arxiv.org

Just out in @nature.com BME: Our Review unpacks intracortical microstimulation: axons, not somas, drive activation; direct + indirect pathways shape perception; parameters interact with neuron type, layer, and network; long-term use limited by neural depression & tissue response. 🧠⚡ rdcu.be/eZbTz

Neural mechanisms underlying intracortical microstimulation for sensory restoration

Nature Biomedical Engineering - Intracortical microstimulation can elicit artificial sensations in persons who have lost sensation due to neurological injury or disease. This Review discusses...

rdcu.be

As federal research funding faces steep cuts, UC scientists are pushing brain-computer interfaces forward: restoring speech after ALS, easing Parkinson’s symptoms, and improving bionic vision with AI (that’s us 👋 at @ucsantabarbara.bsky.social). 🧠 www.universityofcalifornia.edu/news/thrilli...

Thrilling progress in brain-computer interfaces from UC labs

UC researchers and the patients they work with are showing the world what's possible when the human mind and advanced computers meet.

universityofcalifornia.edu