Publications
For a complete list of my publications please see:
| Google Scholar | DBLP |
Recent Publications
FlexControl: Computation-Aware ControlNet with Differentiable Router for Text-to-Image Generation.
Zheng Fang, Lichuan Xiang, Xu Cai, Kaicheng Zhou, Hongkai Wen Forty-Second International Conference on Machine Learning (ICML), 2025.
No More Adam: Learning Rate Scaling at Initialization is All You Need.
Minghao Xu, Lichuan Xiang, Xu Cai, Hongkai Wen arXiv preprint, 2024.
DPaI: Differentiable Pruning at Initialization with Node-Path Balance Principle.
Lichuan Xiang, Quan Nguyen-Tri, Lan-Cuong Nguyen, Hoang Pham, Khoat Than, Long Tran-Thanh, Hongkai Wen International Conference on Learning Representations (ICLR), 2025.
Towards Neural Architecture Search through Hierarchical Generative Modeling.
Lichuan Xiang, Łukasz Dudziak, Mohamed S Abdelfattah, Abhinav Mehrotra, Nicholas D. Lane, Hongkai Wen.
Forty-first International Conference on Machine Learning (ICML), 2024.
Towards Data-Agnostic Pruning At Initialization: What Makes a Good Sparse Mask?
Hoang Pham, The-Anh Ta, Shiwei Liu, Lichuan Xiang, Dung D. Le, Hongkai Wen, Long Tran-Thanh
Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023.
Zero-Cost Operation Scoring in Differentiable Architecture Search.
Lichuan Xiang, Łukasz Dudziak, Mohamed S. Abdelfattah, Thomas C. P. Chau, Nicholas D. Lane, Hongkai Wen.
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI), 2023.
Exploiting Network Compressibility and Topology in Zero-Cost NAS.
Lichuan Xiang, Rosco Hunter, Łukasz Dudziak, Minghao Xu, Hongkai Wen.
The 2023 International Conference on Automated Machine Learning (AutoML), 2023. (Best Paper Award)
Generating Neural Network Architectures with Conditional Graph Normalizing Flows.
Lichuan Xiang, Łukasz Dudziak, Abhinav Mehrotra, Mohamed S. Abdelfattah, Nicholas D. Lane, Hongkai Wen.
The 2023 International Conference on Automated Machine Learning (AutoML) Workshop, 2023.
Temporal Kernel Consistency for Blind Video Super-Resolution.
Lichuan Xiang, Royson Lee, Mohamed S. Abdelfattah, Nicholas D. Lane, Hongkai Wen.
ICCV Workshops, 2021.