Sample-Efficient Optimisation with Probabilistic Transformer Surrogates

Sample-Efficient Optimisation with Probabilistic Transformer Surrogates

27 May 2022

Matthieu Zimmer

Antoine Grosnit

Jun Wang

Papers citing "Sample-Efficient Optimisation with Probabilistic Transformer Surrogates"

7 / 7 papers shown

Title
PFNs4BO: In-Context Learning for Bayesian Optimization Samuel G. Müller Matthias Feurer Noah Hollmann Frank Hutter 17 33 0 27 May 2023
AntBO: Towards Real-World Automated Antibody Design with Combinatorial Bayesian Optimisation M. A. Khan Alexander I. Cowen-Rivers Antoine Grosnit Derrick-Goh-Xin Deik Philippe A. Robert ... Rasul Tutunov Dany Bou-Ammar Jun Wang Amos Storkey Haitham Bou-Ammar 40 22 0 29 Jan 2022
Bayesian Transformer Language Models for Speech Recognition Boyang Xue Jianwei Yu Junhao Xu Shansong Liu Shoukang Hu Zi Ye Mengzhe Geng Xunying Liu H. Meng BDL 66 24 0 09 Feb 2021
Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization Benjamin Letham Roberto Calandra Akshara Rai E. Bakshy 64 108 0 31 Jan 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 240 7,597 0 03 Jul 2012