BioWRAP (Bioplastics With Regenerative Agricultural Properties): Spray-on bioplastics with growth synchronous decomposition and water, nutrient, and agrochemical management

Description:

Lead PI: Vaishali Sharda

DaSeLab is contributing to knowledge graph based data integration and management under guidance of Pascal Hitzler.

Official project website.

Funding Agency:

National Science Foundation

From:

March, 2022

To:

March, 2026

Publications

A. Dalal, Sarma, M. Sen, Das, A., Akkamahadevi, S. E., Vasserman, E. Y., and Hitzler, P., “Neurosymbolic Hidden Neuron Analysis in Convolutional Neural Networks”, in Neuro-Symbolic AI: Bridging the Gap Between Neural Networks and Symbolic Reasoning, Elsevier, 2026.
Neurosymbolic Hidden Neuron Analysis in Convolutional Neural Networks (1005.61 KB)
A. Dalal, Rayan, R., Barua, A., Akkamahadevi, S. Ereshi, Das, A., Widmer, C., Vasserman, E. Y., Sarker, K., and Hitzler, P., “Toward a Neurosymbolic Understanding of Hidden Neuron Activations”, Neurosymbolic Artificial Intelligence, vol. 2, 2026.
dalal-et-al-2026-toward-a-neurosymbolic-understanding-of-hidden-neuron-activations.pdf (1.96 MB)
P. Hitzler, Rayan, R., Zalewski, J., Norouzi, S. Saki, Eberhart, A., and Vasserman, E. Y., “Deep Deductive Reasoning is a Hard Deep Learning Problem”, Neurosymbolic Artificial Intelligence, 2025.
2024_NAI_DDR.pdf (414.08 KB)
A. Dalal, Rayan, R., Barua, A., Vasserman, E. Y., Sarker, K., and Hitzler, P., “On the Value of Labeled Data and Symbolic Methods for Hidden Neuron Activation Analysis”, in 18th International Conference on Neural-Symbolic Learning and Reasoning, NeSy 2024, 2024.
2024_NeSy_CI.pdf (358.13 KB)
A. Dalal, Rayan, R., and Hitzler, P., “Error-margin Analysis for Hidden Neuron Activation Labels”, 18th International Conference on Neural-Symbolic Learning and Reasoning, NeSy 2024. Springer , 2024.
2024_NeSy_CI_shortPaper.pdf (245.56 KB)
R. Rayan, Shimizu, C., Sieverding, H., and Hitzler, P., “A Modular Ontology for MODS – Metadata Object Description Schema”, 2023.
MODS_Ontology.pdf (9 bytes)
R. Rayan, Shimizu, C., and Hitzler, P., “MMODS-O: A Modular Ontology for the Metadata Object Description Schema (MODS) – Documentation”, 2023.
MODS_Ontology_Documentation.pdf (2.03 MB)
R. Rayan, Shimizu, C., and Hitzler, P., “An Ontology Design Pattern for Role-Dependent Names”, 2023.
Role_Dependent_Names_ODP.pdf (196.94 KB)

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