Fractional Deep Neural Network via Constrained Optimization

Fractional Deep Neural Network via Constrained Optimization

1 April 2020

Deepanshu Verma

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Papers citing "Fractional Deep Neural Network via Constrained Optimization"

13 / 13 papers shown

Title
OCTANE -- Optimal Control for Tensor-based Autoencoder Network Emergence: Explicit Case R. Khatri Anthony Kolshorn Colin Olson Harbir Antil 28 0 0 09 Sep 2025
Efficient Training of Neural Fractional-Order Differential Equation via Adjoint BackpropagationAAAI Conference on Artificial Intelligence (AAAI), 2025 Qiyu Kang Xuhao Li Kai Zhao Wenjun Cui Yanan Zhao Weihua Deng Wee Peng Tay 188 3 0 20 Mar 2025
Neural Variable-Order Fractional Differential Equation NetworksAAAI Conference on Artificial Intelligence (AAAI), 2025 Wenjun Cui Qiyu Kang Xuhao Li Kai Zhao Wee Peng Tay Weihua Deng Yidong Li 151 4 0 20 Mar 2025
Unleashing the Potential of Fractional Calculus in Graph Neural Networks with FROND Qiyu Kang Kai Zhao Qinxu Ding Feng Ji Xuhao Li Wenfei Liang Yang Song Wee Peng Tay 215 13 0 26 Apr 2024
Coupling Graph Neural Networks with Fractional Order Continuous Dynamics: A Robustness StudyAAAI Conference on Artificial Intelligence (AAAI), 2024 Qiyu Kang Kai Zhao Yang Song Yihang Xie Yanan Zhao Sijie Wang Rui She Wee Peng Tay 159 8 0 09 Jan 2024
Differential Equations for Continuous-Time Deep LearningNotices of the American Mathematical Society (Not. Amer. Math. Soc.), 2024 Lars Ruthotto AI4TS AI4CE SyDa BDL 109 9 0 08 Jan 2024
Time Regularization in Optimal Time Variable LearningPamm (PAMM), 2023 Evelyn Herberg Roland A. Herzog Frederik Köhne AI4TS AI4CE 59 1 0 28 Jun 2023
Lecture Notes: Neural Network Architectures Evelyn Herberg 3DH 109 3 0 11 Apr 2023
Neural Network Representation of Time IntegratorsInternational Journal for Numerical Methods in Engineering (IJNME), 2022 R. Löhner Harbir Antil AI4TS 49 1 0 30 Nov 2022
An Optimal Time Variable Learning Framework for Deep Neural NetworksAnnals of Mathematical Sciences and Applications (AMSA), 2022 Harbir Antil Hugo Díaz Evelyn Herberg 80 4 0 18 Apr 2022
NINNs: Nudging Induced Neural Networks Harbir Antil R. Löhner Randy Price AI4CE 49 2 0 15 Mar 2022
Novel DNNs for Stiff ODEs with Applications to Chemically Reacting Flows Thomas S. Brown Harbir Antil R. Löhner F. Togashi Deepanshu Verma AI4CE 61 17 0 01 Apr 2021
Novel Deep neural networks for solving Bayesian statistical inverse Harbir Antil H. Elman Akwum Onwunta Deepanshu Verma BDL 66 18 0 08 Feb 2021