Publications
Provable lifelong learning of representations
Xinyuan Cao, Weiyang Liu, Santosh Vempala, 2022. (In International Conference on Artificial Intelligence and Statistics).
Iterative teaching by label synthesis
Weiyang Liu, Zhen Liu, Hanchen Wang, Liam Paull, Bernhard Schölkopf, Adrian Weller, 2021. (Advances in Neural Information Processing Systems).
Learning with hyperspherical uniformity
Weiyang Liu, Rongmei Lin, Zhen Liu, Li Xiong, Bernhard Schölkopf, Adrian Weller, 2021. (In International Conference On Artificial Intelligence and Statistics).
Orthogonal over-parameterized training
Weiyang Liu, Rongmei Lin, Zhen Liu, James M Rehg, Liam Paull, Li Xiong, Le Song, Adrian Weller, 2021. (In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition).
Pre-training Molecular Graph Representation with 3D Geometry
Shengchao Liu, Hanchen Wang, Weiyang Liu, Joan Lasenby, Hongyu Guo, Jian Tang, 2022. (In International Conference on Learning Representations).
SphereFace Revived: Unifying Hyperspherical Face Recognition
Weiyang Liu, Yandong Wen, Bhiksha Raj, Rita Singh, Adrian Weller, 2022. (IEEE Transactions on Pattern Analysis and Machine Intelligence). IEEE.
Structural Causal 3D Reconstruction
Weiyang Liu, Zhen Liu, Liam Paull, Adrian Weller, Bernhard Schölkopf, 2022. (In European Conference on Computer Vision).
Self-supervised 3d face reconstruction via conditional estimation
Yandong Wen, Weiyang Liu, Bhiksha Raj, Rita Singh, 2021. (In Proceedings of the IEEE/CVF International Conference on Computer Vision).
SphereFace2: Binary Classification is All You Need for Deep Face Recognition
Yandong Wen, Weiyang Liu, Adrian Weller, Bhiksha Raj, Rita Singh, 2022. (In International Conference on Learning Representations).
Locality sensitive teaching
Zhaozhuo Xu, Beidi Chen, Chaojian Li, Weiyang Liu, Le Song, Yingyan Lin, Anshumali Shrivastava, 2021. (Advances in Neural Information Processing Systems).
Towards principled disentanglement for domain generalization
Hanlin Zhang, Yi-Fan Zhang, Weiyang Liu, Adrian Weller, Bernhard Schölkopf, Eric P Xing, 2022. (In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition).