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How does our nervous system successfully acquire feedback control strategies in spite of a wide spectrum of response dynamics from different musculo-skeletal systems? The cerebellum is a crucial brain structure in enabling precise motor…

Neurons and Cognition · Quantitative Biology 2017-07-06 Ivan Herreros , Xerxes D. Arsiwalla , Cosimo Della Santina , Jordi-Ysard Puigbo , Antonio Bicchi , Paul Verschure

We study a novel architecture and training procedure for locomotion tasks. A high-frequency, low-level "spinal" network with access to proprioceptive sensors learns sensorimotor primitives by training on simple tasks. This pre-trained…

Robotics · Computer Science 2016-10-18 Nicolas Heess , Greg Wayne , Yuval Tassa , Timothy Lillicrap , Martin Riedmiller , David Silver

Two identical autonomous dynamical systems unidirectionally coupled in a sender-receiver configuration can exhibit anticipated synchronization (AS) if the Receiver neuron (R) also receives a delayed negative self-feedback. Recently, AS was…

Biological Physics · Physics 2019-07-24 Marcel A. Pinto , Osvaldo A. Rosso , Fernanda S. Matias

The thalamus is the major gate to the cortex and its contribution to cortical receptive field properties is well established. Cortical feedback to the thalamus is, in turn, the anatomically dominant input to relay cells, yet its influence…

Biological Physics · Physics 2007-05-23 Ulrich Hillenbrand , J. Leo van Hemmen

The forces generated by action potentials in muscle cells shuttle blood, food and waste products throughout the luminal structures of the body. Although non-invasive electrophysiological techniques exist, most mechanosensors cannot access…

Visual motion processing is essential for humans to perceive and interact with dynamic environments. Despite extensive research in cognitive neuroscience, image-computable models that can extract informative motion flow from natural scenes…

Artificial Intelligence · Computer Science 2023-11-13 Zitang Sun , Yen-Ju Chen , Yung-hao Yang , Shin'ya Nishida

Epithelial to mesenchymal transition (EMT) plays important roles in embryonic development, tissue regeneration and cancer metastasis. While several feedback loops have been shown to regulate EMT, it remains elusive how they coordinately…

Molecular Networks · Quantitative Biology 2017-07-26 Xiao-Jun Tian , Hang Zhang , Jianhua Xing

Many animals meander in environments and avoid collisions. How the underlying neuronal machinery can yield robust behaviour in a variety of environments remains unclear. In the fly brain, motion-sensitive neurons indicate the presence of…

Neural and Evolutionary Computing · Computer Science 2021-02-18 Thorben Schoepe , Ella Janotte , Moritz B. Milde , Olivier J. N. Bertrand , Martin Egelhaaf , Elisabetta Chicca

A ubiquitous phenomenon observed throughout the primate hierarchical visual system is the sparsification of the neural representation of visual stimuli as a result of familiarization by repeated exposure, manifested as the sharpening of the…

Neurons and Cognition · Quantitative Biology 2024-08-21 Weifan Wang , Xueyan Niu , Tai-Sing Lee

High density neurostimulation systems are coming to market to help spinal cord injury patients by stimulating and recording neuromuscular function. However, the parameter space that these systems have to explore is exceedingly large, and…

Signal Processing · Electrical Eng. & Systems 2021-12-06 Dhruv Pai , Mentor Kip Ludwig

In this article, a biophysically realistic model of a soft octopus arm with internal musculature is presented. The modeling is motivated by experimental observations of sensorimotor control where an arm localizes and reaches a target. Major…

Systems and Control · Electrical Eng. & Systems 2025-09-11 Tixian Wang , Udit Halder , Ekaterina Gribkova , Rhanor Gillette , Mattia Gazzola , Prashant G. Mehta

We present a novel methodology for control of neural circuits based on deep reinforcement learning. Our approach achieves aimed behavior by generating external continuous stimulation of existing neural circuits (neuromodulation control) or…

Neurons and Cognition · Quantitative Biology 2020-06-15 Jimin Kim , Eli Shlizerman

Control is essential to the functioning of any neural system. Indeed, under healthy conditions the brain must be able to continuously maintain a tight functional control between the system's inputs and outputs. One may therefore hypothesise…

Neurons and Cognition · Quantitative Biology 2018-05-29 Emma K. Towlson , Petra E. Vertes , Gang Yan , Yee Lian Chew , Denise S. Walker , William R. Schafer , Albert-Laszlo Barabasi

We proposed a novel visual stimulus for brain-computer interface. The stimulus is in the form gaiting sequence of a human. The hypothesis is that observing such a visual stimulus would simultaneously induce 1) steady-state motion visual…

Signal Processing · Electrical Eng. & Systems 2021-03-11 Xin Zhang , Guanghua Xu , Aravind Ravi , Sarah Pearce , Ning Jiang

A fundamental question in neuroscience is how the brain creates an internal model of the world to guide actions using sequences of ambiguous sensory information. This is naturally formulated as a reinforcement learning problem under partial…

Machine Learning · Computer Science 2020-11-02 Minhae Kwon , Saurabh Daptardar , Paul Schrater , Xaq Pitkow

In this Habilitation Thesis, I synthesize 10 years of work on the role of the motor system in sensorimotor decision-making. First, a large part of the work we initially performed (2014-2020) questioned the functional role of the motor…

Neurons and Cognition · Quantitative Biology 2023-06-22 Gerard Derosiere

Humans and animals show remarkable learning efficiency, adapting to new environments with minimal experience. This capability is not well captured by standard reinforcement learning algorithms that rely on incremental value updates. Rapid…

Artificial Intelligence · Computer Science 2025-12-03 Ching Fang , Kanaka Rajan

Neurons in the visual cortex respond best to rod-like stimuli of given orientation. While the preferred orientation varies continuously across most of the cortex, there are prominent pinwheel centers around which all orientations a re…

Statistical Mechanics · Physics 2009-11-10 Ha Youn Lee , Mehdi Yahyanejad , Mehran Kardar

Cortical slow oscillations occur in the mammalian brain during deep sleep and have been shown to contribute to memory consolidation, an effect that can be enhanced by electrical stimulation. As the precise underlying working mechanisms are…

Neurons and Cognition · Quantitative Biology 2013-12-31 Arne Weigenand , Thomas Martinetz , Jens Christian Claussen

The non-stationary characteristics of EEG signal and the individual differences of brain-computer interfaces (BCIs) lead to poor performance in the control process of the brain-controlled vehicles (BCVs). In this paper, by combining…

Neurons and Cognition · Quantitative Biology 2024-03-12 Hongguang Pan , Xinyu Yu , Yong Yang