activity
20222025
most citedCOIL: Constrained Optimization in Learned Latent Space: Learning Representations for Valid Solutions

11 citations · 12 across the 8 of their papers we have counts for

collaborators

9 papers

cs.AI2025

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…

cs.CV2025

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…

cs.AI2024

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…

cs.CY2024

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…

cs.NE2024★ 1 cited

SCAPE: Searching Conceptual Architecture Prompts using Evolution

Soo Ling Lim, Peter J Bentley, Fuyuki Ishikawa

Conceptual architecture involves a highly creative exploration of novel ideas, often taken from other disciplines as architects consider radical new forms, materials, textures and…

cs.NE2023

Using a Variational Autoencoder to Learn Valid Search Spaces of Safely Monitored Autonomous Robots for Last-Mile Delivery

Peter J. Bentley, Soo Ling Lim, Paolo Arcaini +1

The use of autonomous robots for delivery of goods to customers is an exciting new way to provide a reliable and sustainable service. However, in the real world, autonomous robots…

cs.AI2023

The Agent-based Modelling for Human Behaviour Special Issue

Soo Ling Lim, Peter J. Bentley

If human societies are so complex, then how can we hope to understand them? Artificial Life gives us one answer. The field of Artificial Life comprises a diverse set of introspecti…

cs.AI2022

Kill Chaos with Kindness: Agreeableness Improves Team Performance Under Uncertainty

Soo Ling Lim, Peter J. Bentley, Randall S. Peterson +2

Teams are central to human accomplishment. Over the past half-century, psychologists have identified the Big-Five cross-culturally valid personality variables: Neuroticism, Extrave…

cs.NE2022★ 11 cited

COIL: Constrained Optimization in Learned Latent Space: Learning Representations for Valid Solutions

Peter J Bentley, Soo Ling Lim, Adam Gaier +1

Constrained optimization problems can be difficult because their search spaces have properties not conducive to search, e.g., multimodality, discontinuities, or deception. To addre…