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ORCIDMohannad Elhamod
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2020 – today
- 2024
[c5]Mohannad Elhamod, Anuj Karpatne:
Neuro-Visualizer: A Novel Auto-Encoder-Based Loss Landscape Visualization Method With an Application in Knowledge-Guided Machine Learning. ICML 2024- 2023
- [b1]Mohannad Elhamod:
Understanding The Effects of Incorporating Scientific Knowledge on Neural Network Outputs and Loss Landscapes. Virginia Tech, Blacksburg, VA, USA, 2023 - [c4]Mohannad Elhamod
, Mridul Khurana, Harish Babu Manogaran, Josef C. Uyeda, Meghan A. Balk, Wasila M. Dahdul, Yasin Bakis, Henry L. Bart Jr., Paula M. Mabee, Hilmar Lapp, James P. Balhoff, Caleb Charpentier, David Carlyn, Wei-Lun Chao, Charles V. Stewart, Daniel I. Rubenstein, Tanya Y. Berger-Wolf, Anuj Karpatne:
Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks. KDD 2023: 3966-3978 - [i3]Mohannad Elhamod, Mridul Khurana, Harish Babu Manogaran, Josef C. Uyeda, Meghan A. Balk, Wasila M. Dahdul, Yasin Bakis, Henry L. Bart Jr., Paula M. Mabee, Hilmar Lapp, James P. Balhoff, Caleb Charpentier, David Carlyn, Wei-Lun Chao, Charles V. Stewart, Daniel I. Rubenstein, Tanya Y. Berger-Wolf, Anuj Karpatne:
Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks. CoRR abs/2306.03228 (2023) - [i2]Mohannad Elhamod, Anuj Karpatne:
Neuro-Visualizer: An Auto-encoder-based Loss Landscape Visualization Method. CoRR abs/2309.14601 (2023) - 2022
- [j2]Mohannad Elhamod, Jie Bu, Christopher Singh, Matthew Redell, Abantika Ghosh, Viktor Podolskiy, Wei-Cheng Lee, Anuj Karpatne:
CoPhy-PGNN: Learning Physics-guided Neural Networks with Competing Loss Functions for Solving Eigenvalue Problems. ACM Trans. Intell. Syst. Technol. 13(6): 92:1-92:23 (2022) - 2021
- [c3]Mohannad Elhamod, Jie Bu, Christopher Singh, Matthew Redell, Abantika Ghosh, Viktor Podolskiy, Wei-Cheng Lee, Anuj Karpatne:
Learning Physics-guided Neural Networks with Competing Physics Loss: A Summary of Results in Solving Eigenvalue Problems. AAAI Spring Symposium: MLPS 2021 - 2020
- [c2]Jeremy Leipzig, Yasin Bakis, Xiaojun Wang, Mohannad Elhamod, Kelly Diamond, Wasila M. Dahdul, Anuj Karpatne, A. Murat Maga, Paula M. Mabee, Henry L. Bart Jr., Jane Greenberg:
Biodiversity Image Quality Metadata Augments Convolutional Neural Network Classification of Fish Species. MTSR 2020: 3-12 - [i1]Jie Bu, Mohannad Elhamod, Christopher Singh, Matthew Redell, Wei-Cheng Lee, Anuj Karpatne:
Learning Neural Networks with Competing Physics Objectives: An Application in Quantum Mechanics. CoRR abs/2007.01420 (2020)
2010 – 2019
- 2013
- [j1]Mohannad Elhamod, Martin D. Levine:
Automated Real-Time Detection of Potentially Suspicious Behavior in Public Transport Areas. IEEE Trans. Intell. Transp. Syst. 14(2): 688-699 (2013) - 2012
- [c1]Mohannad Elhamod, Martin D. Levine:
Real-Time Semantics-Based Detection of Suspicious Activities in Public Spaces. CRV 2012: 268-275
Coauthor Index
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