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基本信息 / Basic Information
- 教师拼音名称： kanglican
- 所在单位： 武汉数学与智能研究院
- 学历： 博士研究生毕业
- 在职信息： 在职
- 毕业院校： 武汉大学
- .Global optimization via Schrodinger-Follmer diffusion.SIAM Journal on Control and Optimization.61(5), 2953-2980, 2023
- .Over-parameterized Deep Nonparametric Regression for Dependent Data with Its Applications to Reinforcement Learning.Journal of Machine Learning Research.24(383), 1-40, 2023
- .Fast Excess Risk Rate via Offset Rademacher Complexity.International Conference on Machine Learning.8697--8716, 2023
- .Newton-Raphson meets sparsity: Sparse learning via a novel penalty and a fast solver.IEEE Transactions on Neural Networks and Learning Systems.35(9), 12057-12067, 2024
- .Deep Nonparametric Quantile Regression under Covariate Shift.Journal of Machine Learning Research.385, 1-50, 2024
- .Multivariate stochastic modeling for transcriptional dynamics with cell-specific latent time using SDEvelo.Nature Communications.15(1), 1-16, 2024
- .Approximate Policy Iteration with Deep Minimax Average Bellman Error Minimization.IEEE Transactions on Neural Networks and Learning Systems.36(2), 2288-2299, 2025
- .Deep Contrastive Representation Learning for Supervised Tasks.Pattern Recognition.161, 111309, 2025
- .Schrodinger-Follmer Sampler.IEEE Transactions on Information Theory.71(2), 1283-1299, 2025
- .Deep Approximate Policy Iteration.Annals of Statistics.53(2), 802-821, 2025
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