Research
Preprints - Publications - Google Scholar Profile (Up to date)
Preprints
[C6] “Seeing the forest and the tree: Building representations of both individual and collective dynamics with transformers” arXiv
👤Authors: Ran Liu, Mehdi Azabou, Max Dabagia, Jingyun Xiao, and Eva L Dyer.
🔑Keywords: Transformer, multi-channel time-series, neural decoding, domain generalization.
🔥To appear in NeurIPS 2022
[C5] “MTNeuro: A Benchmark for Evaluating Representations of Brain Structure Across Multiple Levels of Abstraction” OpenReview
👤Authors: Jorge Quesada, Lakshmi Sathidevi, Ran Liu, Nauman Ahad, Joy M Jackson, Mehdi Azabou, Jingyun Xiao, Chris Liding, Carolina Urzay, William Gray-Roncal, Erik Christopher Johnson, Eva L Dyer.
🔑Keywords: Representation learning, multi-task learning, new datasets.
🔥To appear in NeurIPS 2022 (Datasets and Benchmarks)
“Mine your own view: Self-supervised learning through across-sample prediction” arXiv
👤Authors: Mehdi Azabou, Mohammad Gheshlaghi Azar, Ran Liu, Chi-Heng Lin, Erik C Johnson, Kiran Bhaskaran-Nair, Max Dabagia, Bernardo Avila-Pires, Lindsey Kitchell, Keith B Hengen, William Gray-Roncal, Michal Valko, Eva L Dyer.
🔑Keywords: Representation learning, self-supervision, neural decoding, computer vision.
Publications
Conference Proceedings
[C4] “Building representations of different brain areas through hierarchical point cloud networks” OpenReview, Talk
Medical Imaging with Deep Learning (MIDL) (2022, April)
👤Authors: Joy M Jackson, Ran Liu, Eva L Dyer.
🔑Keywords: Representation learning, point cloud, image classification.
[C3] “Drop, swap, and generate: A self-supervised approach for generating neural activity” CameraReady, arXiv, Talk
Advances in Neural Information Processing Systems 34 (NeurIPS) Oral presentation (top 1%) (2021, December)
👤Authors: Ran Liu, Mehdi Azabou, Max Dabagia, Chi-Heng Lin, Mohammad Gheshlaghi Azar, Keith Hengen, Michal Valko, Eva L Dyer.
🔑Keywords: Self-supervision, generative learning, neural decoding, data augmentation.
[C2] “Multi-Scale Modeling of Neural Structure in X-Ray Imagery” CameraReady
IEEE International Conference on Image Processing (ICIP) (2021, September)
👤Authors: Aishwarya Balwani, Joseph Miano, Ran Liu, Lindsey Kitchell, Judy A Prasad, Erik C Johnson, William Gray-Roncal, Eva L Dyer
🔑Keywords: Multi-task learning, image segmentation, 3D reconstruction.
[C1] “A generative modeling approach for interpreting population-level variability in brain structure” CameraReady, bioRxiv
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) (2020, October)
👤Authors: Ran Liu, Cem Subakan, Aishwarya H Balwani, Jennifer Whitesell, Julie Harris, Sanmi Koyejo, Eva L Dyer
🔑Keywords: Generative learning, interpretability, image synthesis.
Workshops and Posters
[W2] “Using self-supervision and augmentations to build insights into neural coding” CameraReady
NeurIPS 2021 Workshop: Self-Supervised Learning - Theory and Practice (2021, December)
👤Authors: Mehdi Azabou, Max Dabagia, Ran Liu, Chi-Heng Lin, Keith B Hengen, Eva L Dyer
🔑Keywords: Neural decoding, self-supervision, data augmentation.
[W1] “Mine your own view: A self-supervised approach for learning representations of neural activity” CameraReady
NeurIPS 2021 Workshop: Self-Supervised Learning - Theory and Practice (2021, December)
👤Authors: Mehdi Azabou, Mohammad Gheshlaghi Azar, Ran Liu, Chi-Heng Lin, Erik C Johnson, Kiran Bhaskaran-Nair, WashU-St Louis, Max Dabagia, Bernardo Avila-Pires, Lindsey Kitchell, Keith B Hengen, William Gray-Roncal, Michal Valko, Eva L Dyer.
🔑Keywords: Representation learning, self-supervision, neural decoding.
Journal Articles
[J3] “Proximity-induced surface superconductivity in Dirac semimetal Cd3As2“ CameraReady
Nature communications (2019, May)
👤Authors: Ce Huang, Benjamin T Zhou, Huiqin Zhang, Bingjia Yang, Ran Liu, Hanwen Wang, Yimin Wan, Ke Huang, Zhiming Liao, Enze Zhang, Shanshan Liu, Qingsong Deng, Yanhui Chen, Xiaodong Han, Jin Zou, Xi Lin, Zheng Han, Yihua Wang, Kam Tuen Law, Faxian Xiu
[J2] “Quantum Hall effect based on Weyl orbits in Cd3As2“ CameraReady
Nature (2019, January)
👤Authors: Cheng Zhang, Yi Zhang, Xiang Yuan, Shiheng Lu, Jinglei Zhang, Awadhesh Narayan, Yanwen Liu, Huiqin Zhang, Zhuoliang Ni, Ran Liu, Eun Sang Choi, Alexey Suslov, Stefano Sanvito, Li Pi, Hai-Zhou Lu, Andrew C Potter, Faxian Xiu
[J1] “Inducing Strong Superconductivity in WTe2 by a Proximity Effect” CameraReady
ACS nano (2018, June)
👤Authors: Ce Huang, Awadhesh Narayan, Enze Zhang, Yanwen Liu, Xiao Yan, Jiaxiang Wang, Cheng Zhang, Weiyi Wang, Tong Zhou, Changjiang Yi, Shanshan Liu, Jiwei Ling, Huiqin Zhang, Ran Liu, Raman Sankar, Fangcheng Chou, Yihua Wang, Youguo Shi, Kam Tuen Law, Stefano Sanvito, Peng Zhou, Zheng Han, Faxian Xiu