AISTATS 2026
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.
International Conference on Artificial Intelligence and Statistics (AISTATS). 2026.
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Publications
ICLR 2026
Efficient Autoregressive Inference for Transformer Probabilistic Models
Conor Hassan* , Nasrulloh Loka* , Cen-You Li , Daolang Huang , Paul E. Chang , Yang Yang , Francesco Silvestrin , Samuel Kaski , Luigi Acerbi
* equal contribution.
International Conference on Learning Representations (ICLR). 2026.
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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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