Publications

preprint
Amortized Safe Active Learning for Real-Time Data Acquisition: Pretrained Neural Policies from Simulated Nonparametric Functions
Cen-You Li , Marc Toussaint , Barbara Rakitsch* , Christoph Zimmer*
* equal contribution.
preprint. 2025.
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TMLR 2025
Global Safe Sequential Learning via Efficient Knowledge Transfer
Cen-You Li , Olaf Duennbier , Marc Toussaint , Barbara Rakitsch* , Christoph Zimmer*
* equal contribution.
Transactions on Machine Learning Research (TMLR). 2025.
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IAL 2024
Amortized Active Learning for Nonparametric Functions
Cen-You Li , Marc Toussaint , Barbara Rakitsch* , Christoph Zimmer*
* equal contribution.
ECML-PKDD Workshop: Interactive Adaptive Learning. 2024.
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ReALML 2022
Learning how to safely explore dynamic systems
Christoph Zimmer , Cen-You Li , Mark Schillinger , Mona Meister , Barbara Rakitsch , Duy Nguyen-Tuong
ICML Workshop: Adaptive Experimental Design and Active Learning in the Real World. 2022.
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AISTATS 2022
Safe Active Learning for Multi-Output Gaussian Processes
Cen-You Li , Barbara Rakitsch , Christoph Zimmer
International Conference on Artificial Intelligence and Statistics (AISTATS). 2022.
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Neurogenetics 2019
Differential efficacy of genetically swapping gal4
Ying-Jun Chen , Hao-Hsin Chang , Shih-Han Lin , Tzi-Yang Lin , Ting-Han Wu , Hsin-Ju Lin , Nan-Fu Liou , Chi-Jen Yang , Yuh-Tarng Chen , Kai Hsiang Chang , Cen-You Li , Ya-Hui Chou
Journal of Neurogenetics. 2019.
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