4 papers
Situating AI Agents in their World: Aspective Agentic AI for Dynamic Partially Observable Information Systems
Peter J. Bentley, Soo Ling Lim, Fuyuki Ishikawa
Agentic LLM AI agents are often little more than autonomous chatbots: actors following scripts, often controlled by an unreliable director. This work introduces a bottom-up framewo…
CLEAR: Cue Learning using Evolution for Accurate Recognition Applied to Sustainability Data Extraction
Peter J. Bentley, Soo Ling Lim, Fuyuki Ishikawa
Large Language Model (LLM) image recognition is a powerful tool for extracting data from images, but accuracy depends on providing sufficient cues in the prompt - requiring a domai…
Automated Real-World Sustainability Data Generation from Images of Buildings
Peter J Bentley, Soo Ling Lim, Rajat Mathur +1
When data on building features is unavailable, the task of determining how to improve that building in terms of carbon emissions becomes infeasible. We show that from only a set of…
Address-Specific Sustainable Accommodation Choice Through Real-World Data Integration
Peter J. Bentley, Rajat Mathur, Soo Ling Lim +1
Consumers wish to choose sustainable accommodation for their travels, and in the case of corporations, may be required to do so. Yet accommodation marketplaces provide no meaningfu…