Scientific modeling using large scale knowledge

S An, R Bates, J Hammock, S Rugaber… - Artificial Intelligence in …, 2020 - Springer
The intelligent research assistant, VERA, supports inquiry-based modeling by supplying
contextualized large-scale domain knowledge in the Encyclopedia of Life. Learners can use …

Using VERA to explain the impact of social distancing on the spread of COVID-19

W Broniec, S An, S Rugaber, AK Goel - arxiv preprint arxiv:2003.13762, 2020 - arxiv.org
COVID-19 continues to spread across the country and around the world. Current strategies
for managing the spread of COVID-19 include social distancing. We present VERA, an …

Guiding parameter estimation of agent-based modeling through knowledge-based function approximation

W Broniec - Proceedings of the AAAI 2021 spring symposium on …, 2021 - par.nsf.gov
Parameter estimation is a common challenge that arises in the domain of computational
scientific modeling. Agent-based models offer particular challenges in this regard, and many …

Recognizing novice learner's modeling behaviors

S An, W Broniec, S Rugaber, E Weigel… - … Tutoring Systems: 17th …, 2021 - Springer
Modeling is an important aspect of scientific problem-solving. However, modeling is a
difficult cognitive process for novice learners in part due to the high dimensionality of the …

Combining Cognitive and Generative AI for Self-explanation in Interactive AI Agents

S Sushri, R Dass, R Basappa, H Lu, A Goel - arxiv preprint arxiv …, 2024 - arxiv.org
The Virtual Experimental Research Assistant (VERA) is an inquiry-based learning
environment that empowers a learner to build conceptual models of complex ecological …

Using Analytics on Student Created Data to Content Validate Pedagogical Tools

J Kos, K Eaton, S Zhang, R Dass, S Buckley… - arxiv preprint arxiv …, 2023 - arxiv.org
Conceptual and simulation models can function as useful pedagogical tools, however it is
important to categorize different outcomes when evaluating them in order to more …

Incorporating Habitats in Conceptual Models and Agent-Based Simulations: Expanding the Virtual Ecological Research Assistant (VERA)

S Bunin, W Celestin, A Hornback… - Proceedings of the Ninth …, 2022 - dl.acm.org
The Design & Intelligence Laboratory at Georgia Tech is expanding the capability of its on-
demand agent-based simulation generator to enable users to divide components into …

Conducting A/B Experiments with a Scalable Architecture

A Hornback, S An, S Bunin, S Buckley, J Kos… - arxiv preprint arxiv …, 2023 - arxiv.org
A/B experiments are commonly used in research to compare the effects of changing one or
more variables in two different experimental groups-a control group and a treatment group …

A Constructivist Framing of Wheel Spinning: Identifying Unproductive Behaviors with Sequence Analysis

J Kos, D Ayyappan, A Goel - International Conference on Intelligent …, 2024 - Springer
Despite the increasing prevalence of inquiry-based learning (IBL) platforms, IBL research
still has many open questions in constructivist contexts, such as when to offer help. In this …

Contextualizing Large-Scale Domain Knowledge for Conceptual Modeling and Simulation

S An, S Rugaber, J Hammock, AK Goel - arxiv preprint arxiv:2209.02579, 2022 - arxiv.org
We present an interactive modeling tool, VERA, that scaffolds the acquisition of domain
knowledge involved in conceptual modeling and agent-based simulations. We describe the …