论文发表 | 马雷课题组

2026

Towards the construction of a virtual yeast.
L Qian, Z Zhou, P Zhou, Z Dong, X Zhang, Z Dai, Z Gao, S Sun, KR Roy, ..., L Ma, ...
Nature, 655(8121): 59-70, 2026.

Interpretable machine learning reveals hemispheric asymmetry of state switching in the suprachiasmatic nucleus.
Z Zhang, Z Wang, J Yu, M Xiao, H Li, Z Zhang, X Fang, Y Xu, L Ma, Z Lin, ...
Patterns, 2026.

Dendritic nonlinearities mitigate communication costs.
X Wu#*, P Zhao#, Z Yu#, L Ma#, Y Gao, KW Yip, H Tang, G Pan, P Poirazi, ...
Patterns, 7(6), 2026.

CACR: Reinforcing Temporal Answer Grounding in Instructional Video via Candidate-Aware Causal Reasoning.
M Qi, R Fu, P Feng, X Li, Y Cai, Y Guo, S Zhang, SJ Fong, L Ma, B Li.
ICML, 2026.

Neuromorphic spike-based large language model.
H Xu, X Qiu, Y Xu, ME Elbtity, P Zhou, Y Tian, RJ Zhu, J Zhang, S Gu, ..., L Ma, ...
National Science Review, 13(4), 2026.

Learn to Enhance Sparse Spike Streams.
L Hu, Y Guo, M Liu, Y Fan, R Ma, S Chen, L Ma*, T Huang.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026.

Domain-adaptive matching bridges synthetic and in vivo neural dynamics for neural circuit connectivity inference.
K Sheng, S Zhang, S Zhang, Y He, M Beau, P Qu, X Liu, Y Zhang, L Ma, ...
eLife, 15, 2026.

Splats in Splats: Robust and Effective 3D Steganography towards Gaussian Splatting.
Y Guo, W Huang, Y Li, G Li, H Zhang, L Hu, J Li, T Huang, L Ma.
AAAI, 40(6): 4485-4493, 2026.

Can Protective Watermarking Safeguard the Copyright of 3D Gaussian Splatting?
W Huang, Y Guo, G Li, L Ma, H Zhang, L Hu, J Wang, J Li, T Huang.
AAAI, 40(7): 5149-5157, 2026.

Mechanisms of rectified gap junctional coupling enhancing pacemaking activity of biologically engineered pacemaker cells.
Y Li, J Liu, X Bai, Q Li, D Sui, D Yang, L Ma, K Wang, H Zhang.
npj Systems Biology and Applications, 2026.

3D Gaussian Splatting from Unposed Spike Stream.
Y Guo, T Hu, L Hu, L Ma*, T Huang.
CVPR, 41002-41011, 2026.

Motus: A unified latent action world model.
H Bi, H Tan, S Xie, Z Wang, S Huang, H Liu, R Zhao, Y Feng, C Xiang, ..., L Ma, H Su, J Zhu.
CVPR, 2026.

Nano3D: A Training-Free Approach for Efficient 3D Editing Without Masks.
J Ye, S Xie, R Zhao, Z Wang, H Yan, W Zu, L Ma*, J Zhu*.
ICLR, 2026.

2025

Cost-effective instruction learning for pathology vision and language analysis.
K Chen, M Liu, F Yan, L Ma, X Shi, L Wang, X Wang, L Zhu, Z Wang, ...
Nature Computational Science, 5(7): 524-533, 2025.

An initiative on digital nephrology: the Kidney Imageomics Project.
F Zhou, Z Li, H Li, Y Lu, L Cheng, Y Zhang, Z Wang, J Nie, H Cheng, ..., B Dong*, L Ma*, L Yang*.
National Science Review, 12(3), 2025.

Pathorchestra: A comprehensive foundation model for computational pathology with over 100 diverse clinical-grade tasks.
F Yan, J Wu, J Li, W Wang, Y Chen, L Wei, J Lu, W Chen, Z Gao, J Li, H Li, ..., L Ma, ...
npj Digital Medicine, 8(1): 695, 2025.

Trans-scale bioimaging and integrative biology: on the debut of China National Biomedical Imaging Center.
L Chen*, L Ma*, H Dai, Q Du, Y Sun, H Cheng*.
SCIENTIA SINICA Vitae, 55(8): 1622-1627, 2025.

MindCustomer: Multi-Context Image Generation Blended with Brain Signal.
M Yu, S Lin, L Ma*, B Lei*, K Ma*.
ICML, 2025.

SpikeGS: Reconstruct 3d scene captured by a fast-moving bio-inspired camera.
Y Guo, L Hu, Y Bai, J Yao, L Ma*, T Huang.
AAAI, 39(3): 3293-3301, 2025.

T3D: Advancing 3D Medical Vision-Language Pre-training by Learning Multi-View Visual Consistency.
C Liu, C Ouyang, Y Chen, C Quilodrán-Casas, L Ma, J Fu, Y Guo, A Shah, ...
CVPR, 2025.

A Boundary-Aware Cold-Diffusion Model for Electron Microscopy Segmentation.
M Qi, R Shi, Y Cai, L He, W Wang, L Ma*.
MICCAI, 2025.

2024

An integrative data-driven model simulating C. elegans brain, body and environment interactions. Cover
M Zhao, N Wang, X Jiang, X Ma, H Ma, G He, K Du, L Ma*, T Huang.
Nature Computational Science, 4(12): 978-990, 2024.

System-level time computation and representation in the suprachiasmatic nucleus revealed by large-scale calcium imaging and machine learning. Cover
Z Wang, J Yu, M Zhai, Z Wang, K Sheng, Y Zhu, T Wang, M Liu, L Wang, ..., L Ma*, W Hu*, H Cheng*.
Cell Research, 34(7): 493-503, 2024.

PathoDuet: Foundation models for pathological slide analysis of H&E and IHC stains.
S Hua, F Yan, T Shen, L Ma, X Zhang.
Medical Image Analysis, 97: 103289, 2024.

Embedded prompt tuning: Towards enhanced calibration of pretrained models for medical images.
W Zu#, S Xie#, Q Zhao#, G Li, L Ma*.
Medical Image Analysis, 97: 103258, 2024.

A Bayesian approach toward robust multidimensional ellipsoid-specific fitting.
M Zhao, X Jia, L Ma, Y Shi, J Jiang, Q Li, DM Yan, T Huang.
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 46(12), 2024.

Light flickering guided reflection removal.
Y Hong#, Y Chang#, J Liang, L Ma, T Huang, B Shi*.
International Journal of Computer Vision (IJCV), 132(9): 3933-3953, 2024.

Correlation-aware encoder-decoder with adapters for SVBRDF acquisition.
D Luo, H Sun, L Ma, J Yang, B Wang.
SIGGRAPH Asia, 2024.

PRTGS: Precomputed Radiance Transfer of Gaussian Splats for Real-Time High-Quality Relighting.
Y Guo, Y Bai, L Hu, Z Guo, M Liu, Y Cai, T Huang, L Ma*.
ACM MM, 2024.

Correspondence-Free Non-Rigid Point Set Registration Using Unsupervised Clustering Analysis.
M Zhao, J Jiang, L Ma*, ..., D Yan.
CVPR (Highlight ~3%), 2024.

Retrospective for the dynamic sensorium competition for predicting large-scale mouse primary visual cortex activity from videos.
P Turishcheva, PG Fahey, M Vystrčilová, L Hansel, R Froebe, K Ponder, ..., L Ma, ...
NeurIPS, 2024.

Learning from Pattern Completion: Self-supervised Controllable Generation.
Z Chen, G Fan, J Gao, L Ma, B Lei, T Huang, S Yu.
NeurIPS, 2024.

Learning to robustly reconstruct dynamic scenes from low-light spike streams.
L Hu, Z Ding, M Liu, L Ma*, T Huang.
ECCV, 88-105, 2024.

Coherent Chord Computation and Cross Ratio for Accurate Ellipse Detection.
M Zhao, X Jia*, L Ma*, LM Hu, DM Yan.
Pattern Recognition, 2024.

2023

A GPU-based computational framework that bridges neuron simulation and artificial intelligence.
Y Zhu#, G He#, L Ma#, X Liu, ..., S Grillner, K Du, T Huang.
Nature Communications, 14: 5798, 2023.

1000x Faster Camera and Machine Vision with Ordinary Devices.
..., L Ma, ...
Engineering, 2023.

Hybrid High Dynamic Range Imaging fusing Neuromorphic and Conventional Images.
J Han, Y Yang, C Zhou, P Duan, L Ma, C Xu, T Huang, I Sato, B Shi*.
IEEE TPAMI, 45(6): 1234-1245, 2023.

Accurate Registration of Cross-Modality Geometry via Consistent Clustering.
M Zhao, X Huang, J Jiang, L Mou, DM Yan, L Ma*.
IEEE TVCG, 29(1): 1-12, 2023.

Med-UniC: Unifying Cross-Lingual Medical Vision-Language Pre-Training by Diminishing Bias.
Z Wan, C Liu, ..., L Ma, ..., R Arcucci.
NeurIPS, 2023.

Unsupervised Optical Flow Estimation with Dynamic Timing Representation for Spike Camera.
L Xia, Z Ding, R Zhao, ..., L Ma, ..., R Xiong.
NeurIPS, 2023.

2022 & Earlier

Optical Flow Estimation for Spiking Camera.
L Hu#, R Zhao#, Z Ding, L Ma*, B Shi, R Xiong, T Huang.
CVPR, 2022.

GraphReg: Dynamical Point Cloud Registration with Geometry-aware Graph Signal Processing.
M Zhao, L Ma*, X Jia, DM Yan, T Huang.
IEEE Transactions on Image Processing (TIP), 2022.

Structure Inference of Networked System with the Synergy of Deep Residual Network and Fully Connected Layer Network.
K Huang, S Li, W Deng, Z Yu, L Ma*.
Neural Networks, 145: 288-299, 2022.

Milliseconds Color Stippling.
L Ma*, J Shi, Y Chen.
ACM MM, 2021.

Publications