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Shiyun Xu
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Scalable and efficient training of large convolutional neural networks with differential privacy
Z Bu, J Mao, S Xu
Advances in Neural Information Processing Systems 35, 38305-38318, 2022
602022
Sparse neural additive model: Interpretable deep learning with feature selection via group sparsity
S Xu, Z Bu, P Chaudhari, IJ Barnett
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023
212023
A Dynamical View on Optimization Algorithms of Overparameterized Neural Networks
Z Bu, S Xu, K Chen
AISTATS 2021; arXiv preprint arXiv:2010.13165, 2020
152020
Generalized AIC method based on higher-order moments and entropy of financial time series
S Xu, M Shao, W Qiao, P Shang
Physica A: Statistical Mechanics and its Applications 505, 1127-1138, 2018
82018
Gradient descent with generalized Newton's method
Z Bu, S Xu
ICLR, 2025
2*2025
Asymptotic Statistical Analysis of Sparse Group LASSO via Approximate Message Passing
K Chen, Z Bu, S Xu
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2021
2*2021
Mobility-Based Smartphone Digital Phenotypes for Unobtrusively Capturing Everyday Cognition, Mood, and Community Life-Space in Older Adults: Feasibility, Acceptability, and …
K Hackett, S Xu, M McKniff, L Paglia, I Barnett, T Giovannetti
JMIR Human Factors 11, e59974, 2024
12024
DebiNet: Debiasing Linear Models with Nonlinear Overparameterized Neural Networks
S Xu
AISTATS 2021; arXiv preprint arXiv:2011.00417, 2020
12020
A Hessian-informed hyperparameter optimization for differential learning rate
S Xu, Z Bu, Y Zhang, I Barnett
arXiv preprint arXiv:2501.06954, 2025
2025
Accelerated Deep Active Learning with Graph-based Sub-Sampling
D Kushnir, S Xu
Transactions on Machine Learning Research, 2024
2024
Exploring the differential impact of sociodemographic and extrinsic factors on mobility-based digital phenotypes versus standard cognitive tests among older adults
K Hackett, S Xu, M McKniff, I Barnett, T Giovannetti
Alzheimer's Association International Conference, 2024
2024
Comparing the utility of mean versus intraindividual variability metrics in the relationship between mobility-based digital phenotypes and cognition
K Hackett, S Xu, M McKniff, I Barnett, T Giovannetti
Alzheimer's Association International Conference, 2024
2024
3 Smartphone Digital Phenotyping for Unobtrusive and Continuous Assessment of Everyday Cognition and Movement Trajectories in Older Adults
K Hackett, S Xu, M McKniff, E Pinsky, S Holmqvist, G Vallecorsa, I Barnett, ...
Journal of the International Neuropsychological Society 29 (s1), 207-208, 2023
2023
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