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CNNATT: Deep EEG & fNIRS Real-Time Decoding of bimanual forces


Mar 23, 2021
Pablo Ortega, Tong Zhao, Aldo Faisal


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Model-Agnostic Meta-Learning for EEG Motor Imagery Decoding in Brain-Computer-Interfacing


Mar 10, 2021
Denghao Li, Pablo Ortega, Xiaoxi Wei, Aldo Faisal


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HemCNN: Deep Learning enables decoding of fNIRS cortical signals in hand grip motor tasks


Mar 09, 2021
Pablo Ortega, Aldo Faisal


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Deep Real-Time Decoding of bimanual grip force from EEG & fNIRS


Mar 09, 2021
Pablo Ortega, Tong Zhao, Aldo Faisal


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Action Grammars: A Cognitive Model for Learning Temporal Abstractions


Jul 29, 2019
Robert Tjarko Lange, Aldo Faisal

* 4 pages, 9 figures 

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RLOC: Neurobiologically Inspired Hierarchical Reinforcement Learning Algorithm for Continuous Control of Nonlinear Dynamical Systems


Mar 07, 2019
Ekaterina Abramova, Luke Dickens, Daniel Kuhn, Aldo Faisal

* 33 pages, 8 figures 

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Improving Sepsis Treatment Strategies by Combining Deep and Kernel-Based Reinforcement Learning


Jan 15, 2019
Xuefeng Peng, Yi Ding, David Wihl, Omer Gottesman, Matthieu Komorowski, Li-wei H. Lehman, Andrew Ross, Aldo Faisal, Finale Doshi-Velez

* AMIA 2018 Annual Symposium 

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Representation Balancing MDPs for Off-Policy Policy Evaluation


Oct 31, 2018
Yao Liu, Omer Gottesman, Aniruddh Raghu, Matthieu Komorowski, Aldo Faisal, Finale Doshi-Velez, Emma Brunskill


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Behaviour Policy Estimation in Off-Policy Policy Evaluation: Calibration Matters


Jul 10, 2018
Aniruddh Raghu, Omer Gottesman, Yao Liu, Matthieu Komorowski, Aldo Faisal, Finale Doshi-Velez, Emma Brunskill

* Accepted to workshop on Machine Learning for Causal Inference, Counterfactual Prediction, and Autonomous Action at ICML 2018 

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Evaluating Reinforcement Learning Algorithms in Observational Health Settings


May 31, 2018
Omer Gottesman, Fredrik Johansson, Joshua Meier, Jack Dent, Donghun Lee, Srivatsan Srinivasan, Linying Zhang, Yi Ding, David Wihl, Xuefeng Peng, Jiayu Yao, Isaac Lage, Christopher Mosch, Li-wei H. Lehman, Matthieu Komorowski, Matthieu Komorowski, Aldo Faisal, Leo Anthony Celi, David Sontag, Finale Doshi-Velez


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