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Reproducible workflow for online AI in digital health

arXiv:2509.13499v2 Announce Type: replace-cross Abstract: Online artificial intelligence (AI) algorithms are an important component of digital health interventions. These online algorithms are designed to continually learn and improve their performance as streaming data is collected on individuals. Deploying online AI…

CompassLLM: A Multi-Agent Approach toward Geo-Spatial Reasoning for Popular Path Query

arXiv:2510.07516v1 Announce Type: new Abstract: The popular path query – identifying the most frequented routes between locations from historical trajectory data – has important applications in urban planning, navigation optimization, and travel recommendations. While traditional algorithms and machine learning approaches…

Evaluation of LLMs for Process Model Analysis and Optimization

arXiv:2510.07489v1 Announce Type: new Abstract: In this paper, we report our experience with several LLMs for their ability to understand a process model in an interactive, conversational style, find syntactical and logical errors in it, and reason with it in…

Base Models Know How to Reason, Thinking Models Learn When

arXiv:2510.07364v1 Announce Type: new Abstract: Why do thinking language models like DeepSeek R1 outperform their base counterparts? Despite consistent performance gains, it remains unclear to what extent thinking models learn entirely new reasoning capabilities or repurpose pre-existing base model ones.…

ProSEA: Problem Solving via Exploration Agents

arXiv:2510.07423v1 Announce Type: new Abstract: Large language models (LLMs) have empowered AI agents to tackle increasingly complex tasks. However, most existing agents remain limited to static planning and brittle interactions, falling short of true collaboration or adaptive reasoning. We introduce…