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Deep Reinforcement Learning for Multi-Agent Interaction


Aug 02, 2022
Ibrahim H. Ahmed, Cillian Brewitt, Ignacio Carlucho, Filippos Christianos, Mhairi Dunion, Elliot Fosong, Samuel Garcin, Shangmin Guo, Balint Gyevnar, Trevor McInroe, Georgios Papoudakis, Arrasy Rahman, Lukas Schäfer, Massimiliano Tamborski, Giuseppe Vecchio, Cheng Wang, Stefano V. Albrecht

* Published in AI Communications Special Issue on Multi-Agent Systems Research in the UK 

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Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation


Mar 15, 2022
Runfa Chen, Yu Rong, Shangmin Guo, Jiaqi Han, Fuchun Sun, Tingyang Xu, Wenbing Huang


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Better Supervisory Signals by Observing Learning Paths


Mar 04, 2022
Yi Ren, Shangmin Guo, Danica J. Sutherland

* Published at ICLR 2022: https://openreview.net/forum?id=Iog0djAdbHj 

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Expressivity of Emergent Language is a Trade-off between Contextual Complexity and Unpredictability


Jun 07, 2021
Shangmin Guo, Yi Ren, Kory Mathewson, Simon Kirby, Stefano V. Albrecht, Kenny Smith

* 17 pages, 11 figures, 2 tables 

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Inductive Bias and Language Expressivity in Emergent Communication


Dec 04, 2020
Shangmin Guo, Yi Ren, Agnieszka Słowik, Kory Mathewson


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Compositional Languages Emerge in a Neural Iterated Learning Model


Feb 17, 2020
Yi Ren, Shangmin Guo, Matthieu Labeau, Shay B. Cohen, Simon Kirby

* ICLR-2020 
* accepted by ICLR-2020 

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Emergence of Numeric Concepts in Multi-Agent Autonomous Communication


Nov 04, 2019
Shangmin Guo


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The Emergence of Compositional Languages for Numeric Concepts Through Iterated Learning in Neural Agents


Oct 11, 2019
Shangmin Guo, Yi Ren, Serhii Havrylov, Stella Frank, Ivan Titov, Kenny Smith


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