4 papers
Benchmarking spike source localization algorithms in high density probes
Hao Zhao, Xinhe Zhang, Arnau Marin-Llobet +2
Estimating neuron location from extracellular recordings is essential for developing advanced brain-machine interfaces. Accurate neuron localization improves spike sorting, which i…
Riemannian Geometry for the classification of brain states with intracortical brain-computer interfaces
Arnau Marin-Llobet, Arnau Manasanch, Sergio Sanchez-Manso +7
This study investigates the application of Riemannian geometry-based methods for brain decoding using invasive electrophysiological recordings. Although previously employed in non-…
Error-In-Variables Methods for Efficient System Identification with Finite-Sample Guarantees
Yuyang Zhang, Xinhe Zhang, Jia Liu +1
This paper addresses the problem of learning linear dynamical systems from noisy observations. In this setting, existing algorithms either yield biased parameter estimates or have…
Drift to Remember
Jin Du, Xinhe Zhang, Hao Shen +7
Lifelong learning in artificial intelligence (AI) aims to mimic the biological brain's ability to continuously learn and retain knowledge, yet it faces challenges such as catastrop…