| 2023 | CVPR | Hierarchical Semantic Contrast for Scene-aware Video Anomaly Detection. | Shengyang Sun, Xiaojin Gong |
| 2022 | ICLR | Understanding the Variance Collapse of SVGD in High Dimensions. | Jimmy Ba, Murat A. Erdogdu, Marzyeh Ghassemi, Shengyang Sun, Taiji Suzuki, Denny Wu, Tianzong Zhang |
| 2022 | ICLR | Information-theoretic Online Memory Selection for Continual Learning. | Shengyang Sun, Daniele Calandriello, Huiyi Hu, Ang Li, Michalis K. Titsias |
| 2021 | AISTATS | Beyond Marginal Uncertainty: How Accurately can Bayesian Regression Models Estimate Posterior Predictive Correlations? | Chaoqi Wang, Shengyang Sun, Roger B. Grosse |
| 2021 | ICML | Scalable Variational Gaussian Processes via Harmonic Kernel Decomposition. | Shengyang Sun, Jiaxin Shi, Andrew Gordon Wilson, Roger B. Grosse |
| 2019 | ICLR | Aggregated Momentum: Stability Through Passive Damping. | James Lucas, Shengyang Sun, Richard S. Zemel, Roger B. Grosse |
| 2019 | ICLR | Functional variational Bayesian Neural Networks. | Shengyang Sun, Guodong Zhang, Jiaxin Shi, Roger B. Grosse |
| 2019 | IJCNN | Cascaded Neural Network for Memristor based Neuromorphic Computing. | Shengyang Sun, Hui Xu, Jiwei Li, Haijun Liu, Qingjiang Li |
| 2018 | ICLR | Kernel Implicit Variational Inference. | Jiaxin Shi, Shengyang Sun, Jun Zhu |
| 2018 | ICML | A Spectral Approach to Gradient Estimation for Implicit Distributions. | Jiaxin Shi, Shengyang Sun, Jun Zhu |
| 2018 | ICML | Differentiable Compositional Kernel Learning for Gaussian Processes. | Shengyang Sun, Guodong Zhang, Chaoqi Wang, Wenyuan Zeng, Jiaman Li, Roger B. Grosse |
| 2018 | ICML | Noisy Natural Gradient as Variational Inference. | Guodong Zhang, Shengyang Sun, David Duvenaud, Roger B. Grosse |
| 2018 | IJCNN | Low-Consumption Neuromorphic Memristor Architecture Based on Convolutional Neural Networks. | Shengyang Sun, Jiwei Li, Zhiwei Li, Haijun Liu, Qingjiang Li, Hui Xu |
| 2017 | AISTATS | Learning Structured Weight Uncertainty in Bayesian Neural Networks. | Shengyang Sun, Changyou Chen, Lawrence Carin |