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56 Results
Affinity Workshop
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Preference-Aware Constrained Multi-Objective Bayesian Optimization Alaleh Ahmadianshalchi · Syrine Belakaria · Janardhan Rao Doppa |
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Workshop
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Bayesian Optimization with a Neural Network Meta-learned on Synthetic Data Only Samuel Müller · Sebastian Pineda Arango · Matthias Feurer · Josif Grabocka · Frank Hutter |
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Poster
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Monte Carlo Tree Search based Variable Selection for High Dimensional Bayesian Optimization Lei Song · Ke Xue · Xiaobin Huang · Chao Qian |
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Workshop
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Deep Gaussian Process-based Multi-fidelity Bayesian Optimization for Simulated Chemical Reactors Tom Savage · Nausheen Basha · Omar Matar · Antonio del Rio Chanona |
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Workshop
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Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis Carolin Benjamins · Anja Jankovic · Elena Raponi · Koen van der Blom · Marius Lindauer · Carola Doerr |
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Poster
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Pareto Set Learning for Expensive Multi-Objective Optimization Xi Lin · Zhiyuan Yang · Xiaoyuan Zhang · Qingfu Zhang |
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Poster
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Tue 14:00 |
On the inability of Gaussian process regression to optimally learn compositional functions Matteo Giordano · Kolyan Ray · Johannes Schmidt-Hieber |
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Workshop
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PI is back! Switching Acquisition Functions in Bayesian Optimization Carolin Benjamins · Elena Raponi · Anja Jankovic · Koen van der Blom · Maria Laura Santoni · Marius Lindauer · Carola Doerr |
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Workshop
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Fri 9:00 |
MolPAL: Software for Sample Efficient High-Throughput Virtual Screening David Graff · Connor Coley |
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Poster
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Tue 14:00 |
SnAKe: Bayesian Optimization with Pathwise Exploration Jose Pablo Folch · Shiqiang Zhang · Robert Lee · Behrang Shafei · David Walz · Calvin Tsay · Mark van der Wilk · Ruth Misener |
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Workshop
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Fri 11:40 |
A High-Throughput Platform for Efficient Exploration of Polypeptides Chemical Space via Automation and Machine Learning Guangqi Wu · Connor Coley · Hua Lu |
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Poster
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Wed 9:00 |
Local Latent Space Bayesian Optimization over Structured Inputs Natalie Maus · Haydn Jones · Juston Moore · Matt Kusner · John Bradshaw · Jacob Gardner |