Towards autonomous neuroprosthetic control using Hebbian reinforcement learning

Closed-Loop Decoder Adaptation on Intermediate Time-Scales Facilitates Rapid BMI Performance Improvements Independent of Decoder Initialization Conditions

(2012) A. L. Orsborn et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

High-performance neuroprosthetic control by an individual with tetraplegia

(2012) Jennifer L Collinger et al.   LANCET

Restoration of grasp following paralysis through brain-controlled stimulation of muscles

(2012) C. Ethier et al.   NATURE

Reach and grasp by people with tetraplegia using a neurally controlled robotic arm

(2012) Leigh R. Hochberg et al.   NATURE

A high-performance neural prosthesis enabled by control algorithm design

(2012) Vikash Gilja et al.   NATURE NEUROSCIENCE

Dynamically Repairing and Replacing Neural Networks: Using Hybrid Computational and Biological Tools

(2012) J. C. Sanchez et al.   IEEE Pulse

Experience Replay for Real-Time Reinforcement Learning Control

(2011) Sander Adam et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND RE

Adaptive Decoding for Brain-Machine Interfaces Through Bayesian Parameter Updates

(2011) Zheng Li et al.   NEURAL COMPUTATION

A Neural Signature of Hierarchical Reinforcement Learning

(2011) José J.F. Ribas-Fernandes et al.   NEURON

A Symbiotic Brain-Machine Interface through Value-Based Decision Making

(2011) Babak Mahmoudi et al.   PLoS One

Neuroplasticity of the Sensorimotor Cortex during Learning

(2011) Joseph Thachil Francis et al.   NEURAL PLASTICITY

A Neural Basis for Motor Primitives in the Spinal Cord

(2010) C. B. Hart et al.   JOURNAL OF NEUROSCIENCE

The Science of Neural Interface Systems

(2009) Nicholas G. Hatsopoulos et al.   Annual Review of Neuroscience

Coadaptive Brain–Machine Interface via Reinforcement Learning

(2009) J. DiGiovanna et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Using Unconstrained Tongue Motion as an Alternative Control Mechanism for Wheeled Mobility

(2009) Xueliang Huo et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Learning in Closed-Loop Brain–Machine Interfaces: Modeling and Experimental Validation

(2009) R Héliot et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Real-time reinforcement learning by sequential Actor–Critics and experience replay

(2009) Paweł Wawrzyński   NEURAL NETWORKS

Parameter-exploring policy gradients

(2009) Frank Sehnke et al.   NEURAL NETWORKS

A Wireless Brain-Machine Interface for Real-Time Speech Synthesis

(2009) Frank H. Guenther et al.   PLoS One

Emergence of a Stable Cortical Map for Neuroprosthetic Control

(2009) Karunesh Ganguly et al.   PLOS BIOLOGY

Spike-Based Reinforcement Learning in Continuous State and Action Space: When Policy Gradient Methods Fail

(2009) Eleni Vasilaki et al.   PLoS Computational Biology

Error-Related EEG Potentials Generated During Simulated Brain–Computer Interaction

(2008) P.W. Ferrez et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Real-Time Decoding of Nonstationary Neural Activity in Motor Cortex

(2008) Wei Wu et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

Decoding Trajectories from Posterior Parietal Cortex Ensembles

(2008) G. H. Mulliken et al.   JOURNAL OF NEUROSCIENCE

Cortical control of a prosthetic arm for self-feeding

(2008) Meel Velliste et al.   NATURE

Natural Actor-Critic

(2008) Jan Peters et al.   NEUROCOMPUTING