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BOiLS: Bayesian Optimisation for Logic Synthesis


Nov 11, 2021
Antoine Grosnit, Cedric Malherbe, Rasul Tutunov, Xingchen Wan, Jun Wang, Haitham Bou Ammar


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High-Dimensional Bayesian Optimisation with Variational Autoencoders and Deep Metric Learning


Jun 16, 2021
Antoine Grosnit, Rasul Tutunov, Alexandre Max Maraval, Ryan-Rhys Griffiths, Alexander I. Cowen-Rivers, Lin Yang, Lin Zhu, Wenlong Lyu, Zhitang Chen, Jun Wang, Jan Peters, Haitham Bou-Ammar


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Efficient Semi-Implicit Variational Inference


Jan 15, 2021
Vincent Moens, Hang Ren, Alexandre Maraval, Rasul Tutunov, Jun Wang, Haitham Ammar


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Are we Forgetting about Compositional Optimisers in Bayesian Optimisation?


Dec 17, 2020
Antoine Grosnit, Alexander I. Cowen-Rivers, Rasul Tutunov, Ryan-Rhys Griffiths, Jun Wang, Haitham Bou-Ammar


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HEBO: Heteroscedastic Evolutionary Bayesian Optimisation


Dec 07, 2020
Alexander I. Cowen-Rivers, Wenlong Lyu, Zhi Wang, Rasul Tutunov, Hao Jianye, Jun Wang, Haitham Bou Ammar

* NeurIPS 2020, Black-box optimisation challenge competition track 

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Compositional ADAM: An Adaptive Compositional Solver


Feb 10, 2020
Rasul Tutunov, Minne Li, Jun Wang, Haitham Bou-Ammar


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Derivative-Free & Order-Robust Optimisation


Oct 22, 2019
Victor Gabillon, Rasul Tutunov, Michal Valko, Haitham Bou Ammar


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$α^α$-Rank: Scalable Multi-agent Evaluation through Evolution


Sep 28, 2019
Yaodong Yang, Rasul Tutunov, Phu Sakulwongtana, Haitham Bou Ammar, Jun Wang

* The authors decide to retract the current version for an improvement 

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MANAS: Multi-Agent Neural Architecture Search


Sep 03, 2019
Fabio Maria Carlucci, Pedro Esperanca, Rasul Tutunov, Marco Singh, Victor Gabillon, Antoine Yang, Hang Xu, Zewei Chen, Jun Wang


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Graph Attention Memory for Visual Navigation


Jun 04, 2019
Dong Li, Qichao Zhang, Dongbin Zhao, Yuzheng Zhuang, Bin Wang, Wulong Liu, Rasul Tutunov, Jun Wang

* 13 pages, 7 figures 

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Model-Based Stabilisation of Deep Reinforcement Learning


Sep 06, 2018
Felix Leibfried, Rasul Tutunov, Peter Vrancx, Haitham Bou-Ammar


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Regularised Deep Reinforcement Learning with Guaranteed Convergence


Sep 06, 2018
Felix Leibfried, Rasul Tutunov, Jordi Grau-Moya, Haitham Bou-Ammar


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Safe Policy Search for Lifelong Reinforcement Learning with Sublinear Regret


May 21, 2015
Haitham Bou Ammar, Rasul Tutunov, Eric Eaton


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