Commentaries
Designing Nigiwai with Clauses: Embodiment via Tangible Communication on Three-Dimensional Cognitive Structures Kaira Sekiguchi, Yukio Ohsawa, and Sae Kondo 1 PDF 
Mindless Dialogue? A Critical Note on ToM and Communicative Generative Agents Effat Farhana 21 PDF 
Toward Representing Emotions in the TalaMind Architecture Philip C. Jackson Jr. 32 PDF 
Building Trustworthy AI by Addressing its 16+2 Desiderata with Goal-Directed Commonsense Reasoning Alexis R. Tudor, Yankai Zeng, Huaduo Wang, Joaquín Arias, and Gopal Gupta 47 PDF 
Technical Papers
LLM-Augmented Symbolic NLU System for More Reliable Continuous Causal Statement Interpretation Xin Lian and Kenneth Forbus 66 PDF 
Classical AI vs. LLMs for Decision-Maker Alignment in Health Insurance Choices Mallika Mainali, Harsha Sureshbabu, Anik Sen, Christopher B Rauch, John Meyer, JT Turner, Michael W. Floyd, Matthew Molineaux, and Rosina Weber 84 PDF 
Frame Semantics for Human-Robot Interaction Mitchell Abrams, Chris Bao, and Matthias Scheutz 99 PDF 
Do as I Say, Not as I Do: The Role of LLMs in Open World Agents William Ferguson, Marshall Brinn, Allyson Beach, and Aaron Adler 117 PDF 
A View of the Restaurant Script Through the Lens of Hierarchical Planning Jamie Macbeth, Mak Roberts, Boming Zhang, Sharmin Badhan, Molly Neu, Tanush Garg, Mackie Zhou, Yining Hua, and Manushaqe Muco 132 PDF 
Deliberate Planning in Language Models with Symbolic Representation Siheng Xiong, Zhangding Liu, Jieyu Zhou, and Yusen Su 155 PDF 
Basic Categories in Vision Language Models: Expert Prompting Doesn't Grant Expertise Hunter Sawyer, Jesse Roberts, and Kyle Moore 177 PDF 
A Data-Transparent Probabilistic Model of Temporal Propositional Abstraction Hiroyuki Kido 193 PDF 
Inference of Abstraction for Grounded Predicate Logic Hiroyuki Kido 213 PDF 
Generative Example-Driven Error Mining Constantine Nakos, Walker Demel, and Kenneth Forbus 233 PDF 
R-HTN: Rebellious Online HTN Planning for Safety and Game AI Hector Munoz-Avila, David W. Aha, and Paola Rizzo 251 PDF 
Follow My Lead: Logical Fallacy Classification with Knowledge-Augmented LLMs Olivia Peiyu Wang, Tashvi Bansal, Ryan Bai, Emily M. Chui, and Leilani H. Gilpin 269 PDF 
Frame-Based Scene Understanding: Structured Representations for Introspective Perception in Autonomous Driving Li Liu and Leilani H. Gilpin 290 PDF 
Do LLMs Suppress Naïve Theories? Investigating Scientific Reasoning and Development in GPT-4o Sneh Gupta, Raj Sanjay Shah, and Sashank Varma 310 PDF 
Modeling the Viewpoint Theory of Mental Rotation Yeon Tae Chung, Vijay Marupudi, Siddhartha Krishna Vemuri, Athanassios Economou, and Sashank Varma 326 PDF 
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