neural-networks | Khachik Sargsyanhttps://www.ksargsyan.net/tag/neural-networks/neural-networksWowchemy (https://wowchemy.com)en-usMon, 17 Feb 2025 00:00:00 +0000https://www.ksargsyan.net/images/icon_hueda4d1aa5305bfe67f5130cddf4a52ac_12536_512x512_fill_lanczos_center_2.pngneural-networkshttps://www.ksargsyan.net/tag/neural-networks/Uncertainty Quantification in Computational Science -- from Physical Models to Neural Networkshttps://www.ksargsyan.net/talk/uncertainty-quantification-in-computational-science-from-physical-models-to-neural-networks/Mon, 17 Feb 2025 00:00:00 +0000https://www.ksargsyan.net/talk/uncertainty-quantification-in-computational-science-from-physical-models-to-neural-networks/Coupled Lake-Atmosphere-Land Physics Uncertainties in a Great Lakes Regional Climate Modelhttps://www.ksargsyan.net/publication/pringle-2025/Wed, 01 Jan 2025 00:00:00 +0000https://www.ksargsyan.net/publication/pringle-2025/Surrogate Construction via Weight Parameterization of Residual Neural Networkshttps://www.ksargsyan.net/publication/diazibarra-2025/Wed, 01 Jan 2025 00:00:00 +0000https://www.ksargsyan.net/publication/diazibarra-2025/Spatio-Temporal Surrogate Construction and Calibration of E3SM Land Modelhttps://www.ksargsyan.net/talk/spatio-temporal-surrogate-construction-and-calibration-of-e3sm-land-model/Mon, 10 Jun 2024 00:00:00 +0000https://www.ksargsyan.net/talk/spatio-temporal-surrogate-construction-and-calibration-of-e3sm-land-model/Reduced-Dimensional Neural Network Surrogate Construction for the E3SM Land Modelhttps://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-for-the-e3sm-land-model/Mon, 06 May 2024 00:00:00 +0000https://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-for-the-e3sm-land-model/Quantifying Uncertainties in Weight-Parameterized Residual Neural Networkshttps://www.ksargsyan.net/talk/quantifying-uncertainties-in-weight-parameterized-residual-neural-networks/Fri, 01 Mar 2024 00:00:00 +0000https://www.ksargsyan.net/talk/quantifying-uncertainties-in-weight-parameterized-residual-neural-networks/Reduced-Dimensional Neural Network Surrogate Construction for the E3SM Land Modelhttps://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-for-the-e3sm-land-model-2024-03/Fri, 01 Mar 2024 00:00:00 +0000https://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-for-the-e3sm-land-model-2024-03/Reduced-Dimensional Neural Network Surrogate Construction and Calibration of the E3SM Land Modelhttps://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-and-calibration-of-the-e3sm-land-model/Thu, 15 Feb 2024 00:00:00 +0000https://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-and-calibration-of-the-e3sm-land-model/Importance Sampling within Configuration Space Integration for Adsorbate Thermophysical Properties: A Case Study for CH3/Ni(111)https://www.ksargsyan.net/publication/blondal-2024/Mon, 01 Jan 2024 00:00:00 +0000https://www.ksargsyan.net/publication/blondal-2024/Measuring Stiffness in Residual Neural Networkshttps://www.ksargsyan.net/publication/hudson-2023-a/Mon, 01 Jan 2024 00:00:00 +0000https://www.ksargsyan.net/publication/hudson-2023-a/Reduced-Dimensional Neural Network Surrogate Construction and Calibration of the E3SM Land Modelhttps://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-and-calibration-of-the-e3sm-land-model-2023-12/Mon, 11 Dec 2023 00:00:00 +0000https://www.ksargsyan.net/talk/reduced-dimensional-neural-network-surrogate-construction-and-calibration-of-the-e3sm-land-model-2023-12/Uncertainty Quantification in Neural Networkshttps://www.ksargsyan.net/talk/uncertainty-quantification-in-neural-networks/Mon, 06 Nov 2023 00:00:00 +0000https://www.ksargsyan.net/talk/uncertainty-quantification-in-neural-networks/Visualizing and Quantifying Uncertainty of Physics-aware Neural Networkshttps://www.ksargsyan.net/talk/visualizing-and-quantifying-uncertainty-of-physics-aware-neural-networks/Thu, 02 Nov 2023 00:00:00 +0000https://www.ksargsyan.net/talk/visualizing-and-quantifying-uncertainty-of-physics-aware-neural-networks/Analysis of Neural Networks as Random Dynamical Systemshttps://www.ksargsyan.net/publication/sargsyan-2023/Fri, 01 Sep 2023 00:00:00 +0000https://www.ksargsyan.net/publication/sargsyan-2023/Quantifying Uncertainties in Residual Neural Networks and Neural ODEshttps://www.ksargsyan.net/talk/quantifying-uncertainties-in-residual-neural-networks-and-neural-odes/Mon, 12 Jun 2023 00:00:00 +0000https://www.ksargsyan.net/talk/quantifying-uncertainties-in-residual-neural-networks-and-neural-odes/Configuration Space Integration for Adsorbate Partition Functions: The Effect of Anharmonicity on the Thermophysical Properties of CO–Pt(111) and CH3OH–Cu(111)https://www.ksargsyan.net/publication/blondal-2023/Sun, 01 Jan 2023 00:00:00 +0000https://www.ksargsyan.net/publication/blondal-2023/The Role of Stiffness in Training and Generalization of ResNetshttps://www.ksargsyan.net/publication/hudson-2023/Sun, 01 Jan 2023 00:00:00 +0000https://www.ksargsyan.net/publication/hudson-2023/Training and Generalization of Residual Neural Networks as Discrete Analogues of Neural ODEshttps://www.ksargsyan.net/talk/training-and-generalization-of-residual-neural-networks-as-discrete-analogues-of-neural-odes/Tue, 26 Jul 2022 00:00:00 +0000https://www.ksargsyan.net/talk/training-and-generalization-of-residual-neural-networks-as-discrete-analogues-of-neural-odes/UQ and Model Error Estimation for Machine Learning Interatomic Potentialshttps://www.ksargsyan.net/talk/uq-and-model-error-estimation-for-machine-learning-interatomic-potentials/Mon, 06 Jun 2022 00:00:00 +0000https://www.ksargsyan.net/talk/uq-and-model-error-estimation-for-machine-learning-interatomic-potentials/Minima-preserving neural network (MPNN) for potential energy surface approximationhttps://www.ksargsyan.net/talk/minima-preserving-neural-network-mpnn-for-potential-energy-surface-approximation/Wed, 05 May 2021 00:00:00 +0000https://www.ksargsyan.net/talk/minima-preserving-neural-network-mpnn-for-potential-energy-surface-approximation/Earth System Model Improvement Pipeline via Uncertainty Attribution and Active Learninghttps://www.ksargsyan.net/publication/sargsyan-2021/Thu, 01 Apr 2021 00:00:00 +0000https://www.ksargsyan.net/publication/sargsyan-2021/Dimensionality Reduction and Physics-Informed Neural Networks for Climate Land Modelshttps://www.ksargsyan.net/talk/dimensionality-reduction-and-physics-informed-neural-networks-for-climate-land-models/Thu, 04 Mar 2021 00:00:00 +0000https://www.ksargsyan.net/talk/dimensionality-reduction-and-physics-informed-neural-networks-for-climate-land-models/Adsorbate Partition Functions via Phase Space Integration: Quantifying the Effect of Translational Anharmonicity on Thermodynamic Propertieshttps://www.ksargsyan.net/publication/blondal-2021/Fri, 01 Jan 2021 00:00:00 +0000https://www.ksargsyan.net/publication/blondal-2021/Dimensionality Reduction and Physics-Informed Recurrent Neural Networks for Climate Land Modelshttps://www.ksargsyan.net/talk/dimensionality-reduction-and-physics-informed-recurrent-neural-networks-for-climate-land-models/Tue, 01 Dec 2020 00:00:00 +0000https://www.ksargsyan.net/talk/dimensionality-reduction-and-physics-informed-recurrent-neural-networks-for-climate-land-models/Physics-informed Machine Learning for Uncertainty Quantification in E3SM Land Modelhttps://www.ksargsyan.net/talk/physics-informed-machine-learning-for-uncertainty-quantification-in-e3sm-land-model/Fri, 16 Oct 2020 00:00:00 +0000https://www.ksargsyan.net/talk/physics-informed-machine-learning-for-uncertainty-quantification-in-e3sm-land-model/Physics-informed Machine Learning for Uncertainty Quantification in Land Modelshttps://www.ksargsyan.net/talk/physics-informed-machine-learning-for-uncertainty-quantification-in-land-models/Wed, 05 Aug 2020 00:00:00 +0000https://www.ksargsyan.net/talk/physics-informed-machine-learning-for-uncertainty-quantification-in-land-models/Machine Learning for Potential Energy Surface Approximationhttps://www.ksargsyan.net/talk/machine-learning-for-potential-energy-surface-approximation/Tue, 23 Oct 2018 00:00:00 +0000https://www.ksargsyan.net/talk/machine-learning-for-potential-energy-surface-approximation/Machine Learning for PES Approximationhttps://www.ksargsyan.net/talk/machine-learning-for-pes-approximation/Wed, 03 Oct 2018 00:00:00 +0000https://www.ksargsyan.net/talk/machine-learning-for-pes-approximation/