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A Differentiable Contact Model to Extend Lagrangian and Hamiltonian Neural Networks for Modeling Hybrid Dynamics


Feb 12, 2021
Yaofeng Desmond Zhong, Biswadip Dey, Amit Chakraborty


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Benchmarking Energy-Conserving Neural Networks for Learning Dynamics from Data


Dec 30, 2020
Yaofeng Desmond Zhong, Biswadip Dey, Amit Chakraborty


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Hamiltonian Q-Learning: Leveraging Importance-sampling for Data Efficient RL


Dec 06, 2020
Udari Madhushani, Biswadip Dey, Naomi Ehrich Leonard, Amit Chakraborty


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Frequency-compensated PINNs for Fluid-dynamic Design Problems


Nov 03, 2020
Tongtao Zhang, Biswadip Dey, Pratik Kakkar, Arindam Dasgupta, Amit Chakraborty

* Machine Learning for Engineering Modeling, Simulation, and Design (ML4Eng) Workshop, NeurIPS 2020 

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Dissipative SymODEN: Encoding Hamiltonian Dynamics with Dissipation and Control into Deep Learning


Mar 02, 2020
Yaofeng Desmond Zhong, Biswadip Dey, Amit Chakraborty

* arXiv admin note: text overlap with arXiv:1909.12077 

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A Conditional Generative Model for Predicting Material Microstructures from Processing Methods


Oct 04, 2019
Akshay Iyer, Biswadip Dey, Arindam Dasgupta, Wei Chen, Amit Chakraborty


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Symplectic ODE-Net: Learning Hamiltonian Dynamics with Control


Sep 26, 2019
Yaofeng Desmond Zhong, Biswadip Dey, Amit Chakraborty


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Interpretable Deep Learning for Two-Prong Jet Classification with Jet Spectra


Apr 03, 2019
Amit Chakraborty, Sung Hak Lim, Mihoko M. Nojiri

* 29 pages, 18 figures 

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Convolutional Neural Knowledge Graph Learning


Mar 29, 2018
Feipeng Zhao, Martin Renqiang Min, Chen Shen, Amit Chakraborty

* evaluation mistake 

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InverseNet: Solving Inverse Problems with Splitting Networks


Dec 01, 2017
Kai Fan, Qi Wei, Wenlin Wang, Amit Chakraborty, Katherine Heller


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Proximal gradient method for huberized support vector machine


Nov 30, 2015
Yangyang Xu, Ioannis Akrotirianakis, Amit Chakraborty

* in Pattern analysis and application, 2015 

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Alternating direction method of multipliers for regularized multiclass support vector machines


Nov 30, 2015
Yangyang Xu, Ioannis Akrotirianakis, Amit Chakraborty

* in Lecture Notes in Computer Science (LNCS) 2015 

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HIPAD - A Hybrid Interior-Point Alternating Direction algorithm for knowledge-based SVM and feature selection


Nov 16, 2014
Zhiwei Qin, Xiaocheng Tang, Ioannis Akrotirianakis, Amit Chakraborty

* Proceedings of 8th Learning and Intelligent OptimizatioN (LION8) Conference, 2014 

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