Publication List   '*' denotes equal authorship, '#' denotes correspondence, representative papers are highlighted.

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27. Learning from Structured Data with Weak Supervision, Hanchen Wang, University of Cambridge, Doctoral Thesis

25. Deciphering Batch Effects in Single-cell Transcriptomics with Concept Bottlenecks
Hanchen Wang# et al.,
with PIs: Peng He, Bernhard Schölkopf, Chao Tang, Anima Anandkumar, John Marioni, & Jason Buenrostro
working paper
Main Figure
24. Long-lived TIL Phenotypes Delineate Clinical Response to Liver Cancer with Adoptive Cell Therapy
Lijun Chen et al. (incl. H. W.), [Authoring team] >
R & R, for Nature Medicine
in Phase 1 Pivot Trial
Main Figure
23. Liver Fibrosis Staging through Image-Based Deep Learning
Haoan Sun*, Y. C*, H. W*#, J. L*, et al., [Authoring team] >
in review
Main Figure
22. Machine Learning Systems: Design and Implementation (in Chinese)
in press, Tsinghua University Press 2023
21. Scientific Discovery in the Age of Artificial Intelligence
Hanchen Wang*, et al., [Authoring team] >
in press, Nature 2023
Main Figure [Initial Version] [Revised Final Version]
accept before revisions (recognized as commissioned content by editors)
20. Focalizing regions of biomarker-relevance facilitates biomarker prediction on histopathological images
Jiefeng Gan*, Hanchen Wang*#, et al., [Authoring team] >
in revision, iScience
Main Figure
19. Open Problems in Federated Digital Health
Hanchen Wang, James Zou
in revision, Nature Machine Intelligence
18. Evaluating Self-supervised Learning for Molecular Graph Embeddings
Hanchen Wang*, Jean Kaddour*, Shengchao Liu, Jian Tang, Joan Lasenby, Qi Liu
in review, also presented at Pre-Training & AI4Science ICML 2022
OpenReview (NeurIPS '22)  |  code
17. GraphCG: Unsupervised Discovery of Steerable Factors in Graphs
Shengchao Liu, Chengpeng Wang, Weili Nie, Hanchen Wang, Jiarui Lu, Bolei Zhou, Jian Tang
in review, also present at GLFrontiers NeurIPS 2022, Oral
16. Augmenting Message Passing by Retrieving Similar Graphs
Dingmin Wang, Shengchao Liu*, Hanchen Wang*, Linfeng Song, Jian Tang, Le Song, Bernardo Cuenca Grau, Qi Liu
in review
15. Graph Denoising with Edge Editing
Hanchen Wang, Yunlong Jiao, Jordan Massiah
contributed talk at Amazon Machine Learning Conference 2021
14. Pre-training Molecular Graph Representation with 3D Geometry
Shengchao Liu, Hanchen Wang, Weiyang Liu, Joan Lasenby, Hongyu Guo, Jian Tang
ICLR 2022, also presented at 2nd SSL NeurIPS 2021
OpenReview  |  code
13. Matching Point Sets with Quantum Circuits Learning
Hanchen Wang*, M. N.* (here in contribution order)
ICASSP 2022, Invited by Editors, with Travel Award
project page  |  code
12. Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence
Xiang Bai (Prof.)* Hanchen Wang*, Liya Ma*, Yongchao Xu*, Jiefeng Gan*, ..., Carola Schönlieb, Tian Xia
Nature Machine Intelligence 2021
project page  |  code  |  bibtex-paper  |  bibtex-code
Media coverage: HUST, Cambridge U, Horizon Magazine, and so on
11. Iterative Teaching by Label Synthesis
Weiyang Liu*, Zhen Liu*, Hanchen Wang*, Liam Paul, Bernhard Schölkopf, Aian Weller
NeurIPS 2021, Spotlight
OpenReview  |  code
10. Neural Random Subspace
Yun-Hao Cao, Jianxin Wu, Hanchen Wang, Joan Lasenby
Pattern Recognition 2021
code (ML, IR, Images & 3D)
9. Unsupervised Point Cloud Pre-training via Occlusion Completion
Hanchen Wang, Qi Liu, Xiangyu Yue, Joan Lasenby, Matthew J. Kusner
ICCV 2021, also presented at WeaSul ICLR 2021
project page  |  code
8. An Empirical Study on Learning Fairness Metrics for COMPAS Data with Human Supervision
Hanchen Wang, Nina Grgić-Hlača, Preethi Lahoti, Krishna. P. Gummadi, Aian. V. Weller
axXiv, presented at NeurIPS HCML 2019, with Travel Award
code  |  poster
7. Current-controlled Propagation of Spin Waves in Antiparallel, Coupled Domains, Nature Nanotechnology 2019
6. Dopant‐Free Partial Rear Contacts Enabling 23% Silicon Solar Cells , Advanced Energy Materials 2019
5. Stable dopant-free asymmetric heterocontact silicon solar cells with efficiencies above 20% , ACS Energy Letters 2018
4. Negative Capacitance 2D MoS2 Transistors with Sub-60mV/dec Subthreshold Swing over 6 Orders,
250 μA/μm Current Density, and Nearly-Hysteresis-Free
, IEDM 2017, Oral, NJU's first IEDM paper
3. Molecular mechanism of self-assembly of aromatic oligoamides into interlocked double-helix foldamers , Journal of Physical Chemistry B 2017
2. Microchannel contacting of crystalline silicon solar cells , Scientific Reports 2017
1. Logical integration device for two-dimensional semiconductor transition metal sulfide , Invited, Acta Physica Sinica 2017