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Geometric Entropic Exploration


Jan 07, 2021
Zhaohan Daniel Guo, Mohammad Gheshlaghi Azar, Alaa Saade, Shantanu Thakoor, Bilal Piot, Bernardo Avila Pires, Michal Valko, Thomas Mesnard, Tor Lattimore, Rémi Munos


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Counterfactual Credit Assignment in Model-Free Reinforcement Learning


Nov 18, 2020
Thomas Mesnard, Théophane Weber, Fabio Viola, Shantanu Thakoor, Alaa Saade, Anna Harutyunyan, Will Dabney, Tom Stepleton, Nicolas Heess, Arthur Guez, Marcus Hutter, Lars Buesing, Rémi Munos


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Hindsight Credit Assignment


Dec 05, 2019
Anna Harutyunyan, Will Dabney, Thomas Mesnard, Mohammad Azar, Bilal Piot, Nicolas Heess, Hado van Hasselt, Greg Wayne, Satinder Singh, Doina Precup, Remi Munos

* NeurIPS 2019 

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Ghost Units Yield Biologically Plausible Backprop in Deep Neural Networks


Nov 15, 2019
Thomas Mesnard, Gaetan Vignoud, Joao Sacramento, Walter Senn, Yoshua Bengio


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Generalization of Equilibrium Propagation to Vector Field Dynamics


Aug 14, 2018
Benjamin Scellier, Anirudh Goyal, Jonathan Binas, Thomas Mesnard, Yoshua Bengio


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Towards deep learning with spiking neurons in energy based models with contrastive Hebbian plasticity


Dec 09, 2016
Thomas Mesnard, Wulfram Gerstner, Johanni Brea


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Towards Biologically Plausible Deep Learning


Aug 09, 2016
Yoshua Bengio, Dong-Hyun Lee, Jorg Bornschein, Thomas Mesnard, Zhouhan Lin


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STDP as presynaptic activity times rate of change of postsynaptic activity


Mar 21, 2016
Yoshua Bengio, Thomas Mesnard, Asja Fischer, Saizheng Zhang, Yuhuai Wu


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