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09/15/2023
Circular Clustering with Polar Coordinate Reconstruction
There is a growing interest in characterizing circular data found in bio...
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08/26/2023
Fixating on Attention: Integrating Human Eye Tracking into Vision Transformers
Modern transformer-based models designed for computer vision have outper...
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03/14/2023
Bayesian Beta-Bernoulli Process Sparse Coding with Deep Neural Networks
Several approximate inference methods have been proposed for deep discre...
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12/28/2021
Improving Prediction of Cognitive Performance using Deep Neural Networks in Sparse Data
Cognition in midlife is an important predictor of age-related mental dec...
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11/14/2020
Bayesian recurrent state space model for rs-fMRI
We propose a hierarchical Bayesian recurrent state space model for model...
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11/09/2020
Deep Bayesian Nonparametric Factor Analysis
We propose a deep generative factor analysis model with beta process pri...
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10/05/2020
Latent neural source recovery via transcoding of simultaneous EEG-fMRI
Simultaneous EEG-fMRI is a multi-modal neuroimaging technique that provi...
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06/01/2020
Unsupervised Sparse-view Backprojection via Convolutional and Spatial Transformer Networks
Many imaging technologies rely on tomographic reconstruction, which requ...
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10/01/2019
Accelerated Robot Learning via Human Brain Signals
In reinforcement learning (RL), sparse rewards are a natural way to spec...
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03/12/2018
Compact Convolutional Neural Networks for Classification of Asynchronous Steady-state Visual Evoked Potentials
Steady-State Visual Evoked Potentials (SSVEPs) are neural oscillations f...
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09/14/2017
Towards personalized human AI interaction - adapting the behavior of AI agents using neural signatures of subjective interest
Reinforcement Learning AI commonly uses reward/penalty signals that are ...
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08/12/2017
SigViewer: Visualizing Multimodal Signals Stored in XDF (Extensible Data Format) Files
Multimodal biosignal acquisition is facilitated by recently introduced s...
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07/25/2017
A comparison of single-trial EEG classification and EEG-informed fMRI across three MR compatible EEG recording systems
Simultaneously recorded electroencephalography (EEG) and functional magn...
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07/31/2013