5 papers
Metacognitive Reasoning in Energy Based Models using Instance Based Learning Theory
Tailia Malloy, Prateek Kumar Rajput, Serge Lionel Nikiema +2
Metacognition involves reasoning about cognitive processes themselves. An example is in resource allocation where we choose how much time and effort to put into a reasoning task be…
Training Users Against Human and GPT-4 Generated Social Engineering Attacks
Tailia Malloy, Maria Jose Ferreira, Fei Fang +1
In real-world decision making, outcomes are often delayed, meaning individuals must make multiple decisions before receiving any feedback. Moreover, feedback can be presented in di…
Modeling Attention during Dimensional Shifts with Counterfactual and Delayed Feedback
Tailia Malloy, Roderick Seow, Cleotilde Gonzalez
Attention can be used to inform choice selection in contextual bandit tasks even when context features have not been previously experienced. One example of this is in dimensional s…
Leveraging a Cognitive Model to Measure Subjective Similarity of Human and GPT-4 Written Content
Tailia Malloy, Maria José Ferreira, Fei Fang +1
Cosine similarity between two documents can be computed using token embeddings formed by Large Language Models (LLMs) such as GPT-4, and used to categorize those documents across a…
Towards Neural Network based Cognitive Models of Dynamic Decision-Making by Humans
Changyu Chen, Shashank Reddy Chirra, Maria José Ferreira +3
Modeling human cognitive processes in dynamic decision-making tasks has been an endeavor in AI for a long time because such models can help make AI systems more intuitive, personal…