Modeling for Adaptation and Plasticity
Keynote Presentations
Sook-Lei Liew: Using large heterogenous neuroimaging datasets to model stroke rehabilitation outcomes
Amy Orsborn: Co-adaptive therapies to shape user learning via plasticity-aware decoding
Podium Presentations
Dulce Marsical: Characterization of locomotor adaptation and generalization dynamics from high-dimensional neuromuscular data
Felix Schwock: A novel graph diffusion framework for estimating neural communication towards personalized neurorehabilitation
Ariel Edward Hight: Neuroplasticity and improved speech perception in cochlear implant users
Modeling for Personalization
Keynote Presentations
Steve Collins: Personalizing exoskeleton assistance in the real world: Learning models of human-device interaction to leave the lab behind
Katherine Saul: Integrating medical imaging and iterative modeling approaches for personalized simulation
Podium Presentations
James Patton: Optimal Personalized Designs of Spring-Network Devices [Video not available]
Guillaume Lajoie: Rapidly personalizing models of stimulation-evoked neural responses with meta-learning [Video not available]
Jessica Allen: Age- and stroke-related impairments in the neuromuscular control of dynamic balance during walking [Video not available]
David Lin: Modeling Brain-Behavior Relationships after Stroke to Advance Neurorehabilitation
Modeling Human-Device Interactions
Keynote Presentations
Jeremy D. Brown: Understanding the utility of haptic feedback in teleoperated and assistive robots
Michelle Johnson: Toward Automated Assessment of Human-Human and Human-Robot Interaction for Neurorehabilitation
Podium Presentations
Kayla Pariser: Computational Treatment Design of Adaptive Treadmill Controllers
Zachary Lerner: Modeling human-exoskeleton interactions to predict neuromuscular engagement during walking with targeted resistance
Brandon Peterson: A design-optimization framework for compliant implanted prostheses that restore joint function [Video not available]
Natalija Katic: Modeling afferent tactile responses from the sole of the foot
Modeling in the Wild
Keynote Presentations
James Cotton: Portable, in-clinic, video-based analysis of gait impairments
Ryan McGinnis: Modeling to Enable Personalized and Preventative Digital Medicine in the Wild
Podium Presentations
George Collier: Using Big Data and a Variety of Modeling Approaches to Advance Rehabilitation Care
Seungmoon Song: Modeling in-the-wild effects of gait assistive devices through neuromechanical simulations and deep reinforcement learning [Video not available]
Haylie Miller: Measurement of neurodivergent visuomotor skills in the wild