Selected Publications

Network controllability of structural connectomes in the neonatal brain. Nat. Commun, 2023.
Controllability of Functional Brain Networks and Its Clinical Significance in First-Episode Schizophrenia. Schizophr Bull, 2022.
Network controllability mediates the relationship between rigid structure and flexible dynamics. Nat. Neurosci, 2022.
Age-associated network controllability changes in first episode drug-naive schizophrenia. BMC Psychiatry, 2022.
Detecting brain lesions in suspected acute ischemic stroke with CT-based synthetic MRI using generative adversarial networks. ATM, 2021.
Differentiable spike:Rethinking gradient-descent for training spiking neural networks. NeurIPS, 2021.
A unified framework for generalized low-shot medical image segmentation with scarce data. IEEE Trans Med Imaging, 2021.
Effective Ensemble of Deep Neural Networks Predicts Neural Responses to Naturalistic Videos. bioRxiv, 2021.
A free lunch from ANN:Towards efficient, accurate spiking neural networks calibration. ICML, 2021.
Brecq:Pushing the limit of post-training quantization by block reconstruction. arXiv, 2021.
Pairwise maximum entropy model explains the role of white matter structure in shaping emergent co-activation states. Commun. Biol, 2021.
Mixmix:All you need for data-free compression are feature and data mixing. ICCV, 2021.
Measurement reliability for individual differences in multilayer network dynamics:Cautions and considerations. NeuroImage, 2021.
Robust medical image segmentation from non-expert annotations with tri-network. MICCAI, 2020.
Optimization of energy state transition trajectory supports the development of executive function during youth. eLife, 2020.
Unifying the notions of modularity and core-periphery structure in functional brain networks during youth. Cereb. Cortex, 2020.
Linked dimensions of psychopathology and connectivity in functional brain networks. Nat. Commun, 2018.
Benchmarking measures of network controllability on canonical graph models. J Nonlinear Sci, 2018.
Detecting hierarchical genome folding with network modularity. Nat. Methods, 2018.
Developmental increases in white matter network controllability support a growing diversity of brain dynamics. Nat. Commun, 2017.
Optimal trajectories of brain state transitions. Neuroimage, 2017.
Stimulation-based control of dynamic brain networks. PLoS Comput. Biol, 2016.
Optimally controlling the human connectome:the role of network topology. Sci. Rep, 2016.
Controllability of structural brain networks. Nat. Commun, 2015.
Emergence of system roles in normative neurodevelopment. PNAS, 2015.