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Chen Xu
Chen Xu
Research Scientist, Toyota Research Institute
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Conformal prediction interval for dynamic time-series
C Xu, Y Xie
International Conference on Machine Learning, 2021 (ICML 2021), 2021
1432021
Predictive inference is free with the jackknife+-after-bootstrap
B Kim, C Xu, RF Barber
Advances in Neural Information Processing Systems, 2020 (NeurIPS 2020), 2020
982020
Conformal prediction for time-series
C Xu, Y Xie
IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2023
44*2023
Sequential Predictive Conformal Inference for Time Series
C Xu, Y Xie
International Conference on Machine Learning, 2023 (ICML 2023), 2023
372023
Normalizing flow neural networks by JKO scheme
C Xu, X Cheng, Y Xie
Advances in Neural Information Processing Systems, 2023 (NeurIPS 2023), 2023
25*2023
Conformal anomaly detection on spatio-temporal observations with missing data
C Xu, Y Xie
ICML 2021 workshop on Distribution-Free Uncertainty Quantification, 2021
172021
Conformal prediction for multi-dimensional time series by ellipsoidal sets
C Xu, H Jiang, Y Xie
International Conference on Machine Learning, 2024 (ICML 2024), 2024
142024
Invertible Neural Networks for Graph Prediction
C Xu, X Cheng, Y Xie
IEEE Journal on Selected Areas in Information Theory (IEEE JSAIT), 2022
122022
Conformal prediction set for time-series
C Xu, Y Xie
ICML 2022 workshop on Distribution-Free Uncertainty Quantification, 2022
11*2022
Computing high-dimensional optimal transport by flow neural networks
C Xu, X Cheng, Y Xie
Intl. Conf. on Artificial Intelligence and Statistics, 2025 (AISTATS 2025), 2025
8*2025
Flow-based Distributionally Robust Optimization
C Xu, J Lee, X Cheng, Y Xie
IEEE Journal on Selected Areas in Information Theory (IEEE JSAIT), 2024
82024
Solar radiation ramping events modeling using spatio-temporal point processes
M Zhang, C Xu, A Sun, F Qiu, Y Xie
INFORMS Journal on Data Science (IJDS), 2025
4*2025
Generalized generalized linear models: Convex estimation and online bounds
A Juditsky, A Nemirovski, Y Xie, C Xu
European Meeting of Statisticians, 2023, 2023
42023
Spatio-Temporal Wildfire Prediction using Multi-Modal Data
C Xu, DAZ Vazquez, R Yao, F Qiu, Y Xie
IEEE Journal on Selected Areas in Information Theory (IEEE JSAIT), 2023
4*2023
Flow-based Conformal Prediction for Multi-dimensional Time Series
J Lee, C Xu, Y Xie
arXiv preprint arXiv:2502.05709, 2025
3*2025
Kernel-based optimally weighted conformal prediction intervals
J Lee, C Xu, Y Xie
International Conference on Learning Representations, 2025 (ICLR 2025), 2025
22025
An alternative approach to train neural networks using monotone variational inequality
C Xu, X Cheng, Y Xie
NeurIPS 2023 workshop on Optimization for Machine Learning, 2022
22022
Uncertainty-Aware Failure Detection for Imitation Learning Robot Policies
C Xu, TK Nguyen, P Miller, R Lee, P Shah, RA Ambrus, H Nishimura, ...
CoRL 2024 workshop on Safe and Robust Robot Learning for Operation in the …, 2024
12024
Local Flow Matching Generative Models
C Xu, X Cheng, Y Xie
arXiv preprint arXiv:2410.02548, 2024
12024
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