Mohannad Elhamod

According to our database, Mohannad Elhamod authored at least 10 papers between 2012 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Neuro-Visualizer: A Novel Auto-Encoder-Based Loss Landscape Visualization Method With an Application in Knowledge-Guided Machine Learning.

Mohannad Elhamod, Anuj Karpatne

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Understanding The Effects of Incorporating Scientific Knowledge on Neural Network Outputs and Loss Landscapes.

Mohannad Elhamod

PhD thesis, 2023

Neuro-Visualizer: An Auto-encoder-based Loss Landscape Visualization Method.

Mohannad Elhamod, Anuj Karpatne

CoRR, 2023

Discovering Novel Biological Traits From Images Using Phylogeny-Guided Neural Networks.

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

Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023

2022

<i>CoPhy</i>-PGNN: Learning Physics-guided Neural Networks with Competing Loss Functions for Solving Eigenvalue Problems.

Mohannad Elhamod, Jie Bu, Christopher Singh, Matthew Redell, Abantika Ghosh, Viktor Podolskiy, Wei-Cheng Lee, Anuj Karpatne

ACM Trans. Intell. Syst. Technol., 2022

2021

Learning Physics-guided Neural Networks with Competing Physics Loss: A Summary of Results in Solving Eigenvalue Problems.

Mohannad Elhamod, Jie Bu, Christopher Singh, Matthew Redell, Abantika Ghosh, Viktor Podolskiy, Wei-Cheng Lee, Anuj Karpatne

Proceedings of the AAAI 2021 Spring Symposium on Combining Artificial Intelligence and Machine Learning with Physical Sciences, Stanford, CA, USA, March 22nd - to, 2021

2020

Learning Neural Networks with Competing Physics Objectives: An Application in Quantum Mechanics.

Jie Bu, Mohannad Elhamod, Christopher Singh, Matthew Redell, Wei-Cheng Lee, Anuj Karpatne

CoRR, 2020

Biodiversity Image Quality Metadata Augments Convolutional Neural Network Classification of Fish Species.

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

Proceedings of the Metadata and Semantic Research - 14th International Conference, 2020

2013

Automated Real-Time Detection of Potentially Suspicious Behavior in Public Transport Areas.

Mohannad Elhamod, Martin D. Levine

IEEE Trans. Intell. Transp. Syst., 2013

2012

Real-Time Semantics-Based Detection of Suspicious Activities in Public Spaces.

Mohannad Elhamod, Martin D. Levine

Proceedings of the Ninth Conference on Computer and Robot Vision, 2012