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Simplex Neural Population Learning: Any-Mixture Bayes-Optimality in Symmetric Zero-sum Games


May 31, 2022
Siqi Liu , Marc Lanctot , Luke Marris , Nicolas Heess


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Revisiting Gaussian mixture critics in off-policy reinforcement learning: a sample-based approach


Apr 22, 2022
Bobak Shahriari , Abbas Abdolmaleki , Arunkumar Byravan , Abe Friesen , Siqi Liu , Jost Tobias Springenberg , Nicolas Heess , Matt Hoffman , Martin Riedmiller


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Revisiting Gaussian mixture critic in off-policy reinforcement learning: a sample-based approach


Apr 21, 2022
Bobak Shahriari , Abbas Abdolmaleki , Arunkumar Byravan , Abe Friesen , Siqi Liu , Jost Tobias Springenberg , Nicolas Heess , Matt Hoffman , Martin Riedmiller


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Code Smells in Machine Learning Systems


Mar 02, 2022
Jiri Gesi , Siqi Liu , Jiawei Li , Iftekhar Ahmed , Nachiappan Nagappan , David Lo , Eduardo Santana de Almeida , Pavneet Singh Kochhar , Lingfeng Bao


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NeuPL: Neural Population Learning


Feb 15, 2022
Siqi Liu , Luke Marris , Daniel Hennes , Josh Merel , Nicolas Heess , Thore Graepel


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Pick Your Battles: Interaction Graphs as Population-Level Objectives for Strategic Diversity


Oct 08, 2021
Marta Garnelo , Wojciech Marian Czarnecki , Siqi Liu , Dhruva Tirumala , Junhyuk Oh , Gauthier Gidel , Hado van Hasselt , David Balduzzi


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Voxel-wise Cross-Volume Representation Learning for 3D Neuron Reconstruction


Aug 14, 2021
Heng Wang , Chaoyi Zhang , Jianhui Yu , Yang Song , Siqi Liu , Wojciech Chrzanowski , Weidong Cai

* 10 pages, 3 figures, 3 tables, accepted by MICCAI-MLMI 2021 

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Drug-Target Interaction Prediction with Graph Attention networks


Jul 10, 2021
Haiyang Wang , Guangyu Zhou , Siqi Liu , Jyun-Yu Jiang , Wei Wang


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Launchpad: A Programming Model for Distributed Machine Learning Research


Jun 07, 2021
Fan Yang , Gabriel Barth-Maron , Piotr Stańczyk , Matthew Hoffman , Siqi Liu , Manuel Kroiss , Aedan Pope , Alban Rrustemi


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Partial Graph Reasoning for Neural Network Regularization


Jun 03, 2021
Tiange Xiang , Chaoyi Zhang , Yang Song , Siqi Liu , Hongliang Yuan , Weidong Cai

* Technical report 

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