Hanchen diving in academia while hatching my unicorns

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Helpful Collaborators in Doctoral Studies sort by the time we start

I enjoy working with and learning from peers and seniors:
Qi, Yun-hao, Weiyang, Xiangyu, Jiefeng, Shuai, Shengchao, Yuanqi, Peng, Chaoyang, Harrison, Jean, Dingmin, Zhen, Songyou, ...
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Adrian Weller, Matt Kusner, Tian Xia, Xiang Bai, Carola-Bibiane Schönlieb, Matthias Niessner, Trevor Darrell, Max Welling, Yoshua Bengio, Jian Tang, James Zou, Le Song, Marinka Zitnik, Matthew Wellborn, Thomas Miller, Animashree Anandkumar, ...

PhD Publication List '*' denotes joint first/second authorship
22. Machine Learning Systems: Design and Implementation (in Chinese)
in press, textbook, will be taught in Peking University in Fall 2022
21. Enabling Scientific Discovery with Artificial Intelligence
Click to expand full author list (Yoshua Bengio et al.,)
Co-leads: Hanchen*, Yuanqi*, and Tianfan*
Correspondence: Marinka Zitnik
revising, for Nature
Main Figure
20. Predicting Biomarkers from Histopathological Images via Saliency Lesion Searching
Jiefeng Gan*, Hanchen Wang*, et al .,
in review, for Nature Communications
Main Figure
19. Open Problems in Federated Digital Health
Hanchen Wang, James Zou
revising, for Nature Machine Intelligence
18.Evaluating Self-supervised Learning for Molecular Graph Embeddings
Hanchen Wang*, Jean Kaddour*, Shengchao Liu, Jian Tang, Matt Kusner, Joan Lasenby, Qi Liu
in review, 2022, also presented at Pre-Training & AI4Science at ICML 2022
17. Unsupervised Discovery of Steerable Factors in Structured Data
Shengchao Liu, Yuanqi Du, Hanchen Wang, Joan Lasenby, Bolei Zhou, Jian Tang
in review
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, public version soon
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
bibtex
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  |  bibtex

A parameterised quantum generative model that learns to match point sets

12. Advancing COVID-19 Diagnosis with Privacy-Preserving Collaboration in Artificial Intelligence
Xiang Bai* 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, Horizon Magazine, [upcoming...]

Federated COVID-19 diagnosis, incl. 9,573 CTs of 3,336 patients from 23 hospitals in CN & UK


11. Iterative Teaching by Label Synthesis
Weiyang Liu*, Zhen Liu*, Hanchen Wang*, Liam Paul, Bernhard Schölkopf, Adrian Weller
NeurIPS 2021, Spotlight
openreview  |  bibtex
10. Neural Random Subspace
Yun-Hao Cao, Jianxin Wu, Hanchen Wang, Joan Lasenby
Pattern Recognition 2021
code (ML, IR, Images & 3D)  |  bibtex

a neural module that ensembles from one depth tree based on random feature subspace

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  |  bibtex
8. An Empirical Study on Learning Fairness Metrics for COMPAS Data with Human Supervision
Hanchen Wang, Nina Grgić-Hlača, Preethi Lahoti, Krishna. P. Gummadi, Adrian. V. Weller
axXiv, presented at NeurIPS HCML 2019, with Travel Award
code  |  poster  |  bibtex

use Mahalanobis metric learning to derive similarity measure from human judgments

Undergraduate Publication List
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
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 , Nature Scientific Reports 2017
1. Logical integration device for two-dimensional semiconductor transition metal sulfide , Invited, Acta Physica Sinica 2017