Search Results for author: Heling Zhang

Found 6 papers, 1 papers with code

Distribution-Free Guarantees for Systems with Decision-Dependent Noise

no code implementations2 Mar 2024 Heling Zhang, Lillian J. Ratliff, Roy Dong

Our approach finds the open-loop control law that minimizes the worst-case loss, given that the noise induced by this control lies in its $(1 - p)$-confidence set for a predetermined $p$.

Conformal Prediction

Unlocking the Potential of Deep Learning in Peak-Hour Series Forecasting

1 code implementation4 Jul 2023 Zhenwei Zhang, Xin Wang, Jingyuan Xie, Heling Zhang, Yuantao Gu

Unlocking the potential of deep learning in Peak-Hour Series Forecasting (PHSF) remains a critical yet underexplored task in various domains.

Decoder Time Series +1

Approximate Regions of Attraction in Learning with Decision-Dependent Distributions

no code implementations30 Jun 2021 Roy Dong, Heling Zhang, Lillian J. Ratliff

As data-driven methods are deployed in real-world settings, the processes that generate the observed data will often react to the decisions of the learner.

BiTe-GCN: A New GCN Architecture via BidirectionalConvolution of Topology and Features on Text-Rich Networks

no code implementations23 Oct 2020 Di Jin, Xiangchen Song, Zhizhi Yu, Ziyang Liu, Heling Zhang, Zhaomeng Cheng, Jiawei Han

We propose BiTe-GCN, a novel GCN architecture with bidirectional convolution of both topology and features on text-rich networks to solve these limitations.

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