Liang, Shiyu

10 publications

ICLRW 2025 $\text{CO}_2$-Net: A Physics-Informed Spatio-Temporal Model for Global $\text{CO}_2$ Reconstruction Hao Zheng, Yuting Zheng, Hanbo Huang, Chaofan Sun, Lin Liu, Enhui Liao, Yi Han, Hao Zhou, Shiyu Liang

ICCV 2025 CO2-Net: A Physics-Informed Spatio-Temporal Model for Global Surface CO2 Reconstruction Hao Zheng, Yuting Zheng, Hanbo Huang, Chaofan Sun, Enhui Liao, Lin Liu, Yi Han, Hao Zhou, Shiyu Liang

NeurIPS 2025 NUTS: Eddy-Robust Reconstruction of Surface Ocean Nutrients via Two-Scale Modeling Hao Zheng, Shiyu Liang, Yuting Zheng, Chaofan Sun, Lei Bai, Enhui Liao

ICLRW 2025 On-Premises LLM Deployment Demands a Middle Path: Preserving Privacy Without Sacrificing Model Confidentiality Hanbo Huang, Yihan Li, Bowen Jiang, Lin Liu, Bo Jiang, Ruoyu Sun, Zhuotao Liu, Shiyu Liang

ICMLW 2024 Enhancing the Resilience of LLMs Against Grey-Box Extractions Hanbo Huang, Yihan Li, Bowen Jiang, Bo Jiang, Lin Liu, Zhuotao Liu, Ruoyu Sun, Shiyu Liang

ICLR 2024 Temporal Generalization Estimation in Evolving Graphs Bin Lu, Tingyan Ma, Xiaoying Gan, Xinbing Wang, Yunqiang Zhu, Chenghu Zhou, Shiyu Liang

NeurIPS 2018 Adding One Neuron Can Eliminate All Bad Local Minima Shiyu Liang, Ruoyu Sun, Jason Lee, R. Srikant

ICLR 2018 Enhancing the Reliability of Out-of-Distribution Image Detection in Neural Networks Shiyu Liang, Yixuan Li, R. Srikant

ICML 2018 Understanding the Loss Surface of Neural Networks for Binary Classification Shiyu Liang, Ruoyu Sun, Yixuan Li, Rayadurgam Srikant

ICLR 2017 Why Deep Neural Networks for Function Approximation? Shiyu Liang, R. Srikant