Real-Time Semantics-Based Detection of Suspicious Activities in Public Spaces. - Mohannad Elhamod; Martin D. Levine (CRV, 2012)

Automated Real-Time Detection of Potentially Suspicious Behavior in Public Transport Areas. - Mohannad Elhamod; Martin D. Levine (IEEE Trans. Intell. Transp. Syst., 2013)

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 (MTSR, 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)

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 (AAAI Spring Symposium: MLPS, 2021)

CoPhy-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)

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; et al. (KDD, 2023)

Neuro-Visualizer: An Auto-encoder-based Loss Landscape Visualization Method. - Mohannad Elhamod; Anuj Karpatne (CoRR, 2023)

Understanding The Effects of Incorporating Scientific Knowledge on Neural Network Outputs and Loss Landscapes. - Mohannad Elhamod (2023)

Neuro-Visualizer: A Novel Auto-Encoder-Based Loss Landscape Visualization Method With an Application in Knowledge-Guided Machine Learning. - Mohannad Elhamod; Anuj Karpatne (ICML, 2024)

Data-to-Dashboard: Multi-Agent LLM Framework for Insightful Visualization in Enterprise Analytics. - Ran Zhang; Mohannad Elhamod (CoRR, 2025)