Learning from Observation (LfO), also known as Behavioral Cloning, is an approach for building software agents by recording the behavior of an expert (human or artificial) and using the recorded data to generate the required behavior. jLOAF is a platform that uses Case-Based Reasoning to achieve LfO. In this paper we interface jLOAF with the popular OpenAI Gym environment. Our experimental results show how our approach can be used to provide a baseline for comparison in this domain, as well as identify the strengths and weaknesses when dealing with environmental complexity.
Proof-of-TBI -- Fine-Tuned Vision Language Model Consortium and OpenAI-o3 Reasoning LLM-Based Medical Diagnosis Support System for Mild Traumatic Brain Injury (TBI) Prediction
Old Dominion University（旧 Dominion 大学）；McDonald Army Health Center（麦克唐纳陆军医疗中心）；BRAINBox Solutions（BRAINBox 解决方案）；UVA Health（弗吉尼亚大学健康系统）
DeepSeek-R1 Outperforms Gemini 2.0 Pro, OpenAI o1, and o3-mini in Bilingual Complex Ophthalmology Reasoning
School of Optometry, The Hong Kong Polytechnic University（香港理工大学视光学院）；Zhejiang University（浙江大学）；Research Centre for SHARP Vision (RCSV), The Hong Kong Polytechnic University（香港理工大学SHARP视觉研究中心）；Centre for Eye and Vision Research (CEVR)（眼科与视觉研究中心）
Can OpenAI o1 Reason Well in Ophthalmology? A 6,990-Question Head-to-Head Evaluation Study
National University of Singapore（新加坡国立大学）；Singapore Eye Research Institute（新加坡眼科研究所）；Yale University（耶鲁大学）；Cleveland Clinic（克利夫兰诊所）；Zhejiang University（浙江大学）
A Systematic Assessment of OpenAI o1-Preview for Higher Order Thinking in Education
AI4STEM Education Center（AI4STEM教育中心）；University of Georgia（佐治亚大学）；National GENIUS Center（国家GENIUS中心）；School of Computing, University of Georgia（佐治亚大学计算学院）；School of Teacher Education, Nanjing Normal University（南京师范大学教师教育学院）；National Institute of Education, Singapore（新加坡国家教育学院）
Standardization of Neuromuscular Reflex Analysis -- Role of Fine-Tuned Vision-Language Model Consortium and OpenAI gpt-oss Reasoning LLM Enabled Decision Support System
Old Dominion University（旧 Dominion 大学）；AnaletIQ；McDonald Army Health Center（麦克唐纳陆军医疗中心）；University of Sri Jayewardenepura（Sri Jayewardenepura 大学）；University of Gdańsk（盖尔范大学）；University of Colombo（科伦坡大学）
Can OpenAI o1 outperform humans in higher-order cognitive thinking?
AI4STEM Education Center, University of Georgia（佐治亚大学AI4STEM教育中心）；National GENIUS Center, University of Georgia（佐治亚大学国家GENIUS中心）；School of Computing, University of Georgia（佐治亚大学计算学院）；School of Teacher Education, Nanjing Normal University（南京师范大学教师教育学院）；School of Social Sciences and Technology, Technical University of Munich（慕尼黑工业大学社会科学与技术学院）；Faculty of Psychology, Beijing Normal University（北京师范大学心理学部）
Radiology's Last Exam (RadLE): Benchmarking Frontier Multimodal AI Against Human Experts and a Taxonomy of Visual Reasoning Errors in Radiology
Centre for Responsible Autonomous Systems in Healthcare (CRASH) Lab, Koita Centre for Digital Health（负责任的自主医疗系统中心（CRASH）实验室、Koita数字健康中心）；Ashoka University（阿什oka大学）；Independent Researcher（独立研究者）；Koita Centre for Digital Health（Koita数字健康中心）
