Credit assignment: Challenges and opportunities in develo** human-like ai agents

TN Nguyen, C McDonald, C Gonzalez - ar** effective multi-agent systems (MASs) is critical for many applications requiring
collaboration and coordination with humans. Despite the rapid advance of multi-agent deep …

SpeedyIBL: A comprehensive, precise, and fast implementation of instance-based learning theory

TN Nguyen, DN Phan, C Gonzalez - Behavior Research Methods, 2023 - Springer
Instance-based learning theory (IBLT) is a comprehensive account of how humans make
decisions from experience during dynamic tasks. Since it was first proposed almost two …

[HTML][HTML] A Retrieval-Augmented Generation Approach for Data-Driven Energy Infrastructure Digital Twins

S Ieva, D Loconte, G Loseto, M Ruta, F Scioscia… - Smart Cities, 2024 - mdpi.com
Highlights What are the main findings? Novel data-driven and knowledge-based energy
digital-twin framework integrating a Retrieval-Augmented Generation (RAG) approach …

Credit Assignment: Challenges and Opportunities in Develo** Human-like Learning Agents

TN Nguyen, C McDonald, C Gonzalez - Proceedings of the AAAI …, 2024 - ojs.aaai.org
Temporal credit assignment is the process of distributing delayed outcomes to each action in
a sequence, which is essential for learning to adapt and make decisions in dynamic …

Modeling Human Behavior Part I--Learning and Belief Approaches

A Fuchs, A Passarella, M Conti - arxiv preprint arxiv:2205.06485, 2022 - arxiv.org
There is a clear desire to model and comprehend human behavior. Trends in research
covering this topic show a clear assumption that many view human reasoning as the …

Predicting and Understanding Human Action Decisions: Insights from Large Language Models and Cognitive Instance-Based Learning

TN Nguyen, K Jamale, C Gonzalez - … of the AAAI Conference on Human …, 2024 - ojs.aaai.org
Abstract Large Language Models (LLMs) excel in tasks from translation to complex
reasoning. For AI systems to help effectively, understanding and predicting human behavior …

Minimap: an interactive dynamic decision making game for search and rescue missions

TN Nguyen, C Gonzalez - Behavior Research Methods, 2024 - Springer
Many aspects of humans' dynamic decision-making (DDM) behaviors have been studied
with computer-simulated games called microworlds. However, most microworlds only …

Assessing the influence of different types of probing on adversarial decision-making in a deception game

MA Sayed, MAI Khan, BA Allsup, J Zamora… - arxiv preprint arxiv …, 2023 - arxiv.org
Deception, which includes leading cyber-attackers astray with false information, has shown
to be an effective method of thwarting cyber-attacks. There has been little investigation of the …