Qihan Ren

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 12

Top Topics

Highly Non Linear

Feature Representation

Rotation Invariant

Top Venues

Publications

Qihan Ren, Jiayang Gao, Wen Shen, Quanshi Zhang
Where We Have Arrived in Proving the Emergence of Sparse Interaction Primitives in DNNs. ICLR (2024)
Qihan Ren, Yang Xu, Junpeng Zhang, Yue Xin, Dongrui Liu, Quanshi Zhang
Towards the Dynamics of a DNN Learning Symbolic Interactions. CoRR (2024)
Wen Shen, Zhihua Wei, Qihan Ren, Binbin Zhang, Shikun Huang, Jiaqi Fan, Quanshi Zhang
Interpretable Rotation-Equivariant Quaternion Neural Networks for 3D Point Cloud Processing. IEEE Trans. Pattern Anal. Mach. Intell. 46 (5) (2024)
Dongrui Liu, Huiqi Deng, Xu Cheng, Qihan Ren, Kangrui Wang, Quanshi Zhang
Towards the Difficulty for a Deep Neural Network to Learn Concepts of Different Complexities. NeurIPS (2023)
Qihan Ren, Jiayang Gao, Wen Shen, Quanshi Zhang
Where We Have Arrived in Proving the Emergence of Sparse Symbolic Concepts in AI Models. CoRR (2023)
Qihan Ren, Huiqi Deng, Yunuo Chen, Siyu Lou, Quanshi Zhang
Bayesian Neural Networks Tend to Ignore Complex and Sensitive Concepts. CoRR (2023)
Qihan Ren, Huiqi Deng, Yunuo Chen, Siyu Lou, Quanshi Zhang
Bayesian Neural Networks Avoid Encoding Complex and Perturbation-Sensitive Concepts. ICML (2023)
Huiqi Deng, Qihan Ren, Hao Zhang, Quanshi Zhang
Discovering and Explaining the Representation Bottleneck of DNNS. ICLR (2022)
Wen Shen, Qihan Ren, Dongrui Liu, Quanshi Zhang
Interpreting Representation Quality of DNNs for 3D Point Cloud Processing. NeurIPS (2021)
Wen Shen, Qihan Ren, Dongrui Liu, Quanshi Zhang
Interpreting Representation Quality of DNNs for 3D Point Cloud Processing. CoRR (2021)
Huiqi Deng, Qihan Ren, Xu Chen, Hao Zhang, Jie Ren, Quanshi Zhang
Discovering and Explaining the Representation Bottleneck of DNNs. CoRR (2021)
Hao Zhang, Yiting Chen, Haotian Ma, Xu Cheng, Qihan Ren, Liyao Xiang, Jie Shi, Quanshi Zhang
Rotation-Equivariant Neural Networks for Privacy Protection. CoRR (2020)