2025

Learning constrained static equilibrium for thrust network inverse form-finding via physics-informed geometric deep learning on CW complexes
Tam, K-M.M.*; Brown, N.C., Bronstein, M., Van Mele; T. & Block, P.
In Advanced Engineering Informatics

Interactive BIM Modelling Assistant with Multi-Agent LLM
Tang, C.*, Tam, K-M.M., & Herr, C.M.
In Springer Proceedings of CAAD Futures 2025 (In Press).

Encoding Performance in Digital Weave Design via AI+Optimisation
Li, X.R.*, & Tam, K-M.M
In Springer Proceedings of CAAD Futures 2025 (In Press).

Discovering Pareto-Efficient Urban Networks Through Shape Grammar, Multi-Objective Optimisation & Machine Learning.
Yan, R.S.*, & Tam, K-M.M
In Springer Proceedings of CAAD Futures 2025 (In Press).

Message Passing Structural Form-finding with Combinatorial Equilibrium Method
Bleker, L.*, Tam, K-M.M., D’Acunto, P.
Proceedings of the 66th International Association for Shell and Spatial Structures Symposium (IASS), Zürich, Switzerland, 2025

Integrating Force Density Method and Finite Element Modelling for Stiffness-Informed Differentiable Form-Finding.
Yang, X.L.*, Wan Z.S., Bleker, L., D’Acunto, P., & Tam, K-M.M.
Proceedings of the 66th International Association for Shell and Spatial Structures Symposium (IASS), Zürich, Switzerland, 2025

Archi-Agents: Approximating the Architectural Design Process with Collaborative Specialized Multi-agent System LLM and Building Information Modelling.
Tang, C.*, Tam, K-M.M., & Herr, C.M.
In Proceedings of the 30th Conference on CAADRIA.

2024

Enhanced Federated Anomaly Detection through Autoencoders Using Summary Statistics-based Thresholding (Special Issue on Federated Learning)
Laridi, S.*, Palmer G., & Tam, K-M.M.
Scientific Reports

Towards Effective Embedding of Structural Designs Using Large Language Models
Tam, K-M.M.*
Proceedings of the 65th International Association for Shell and Spatial Structures Symposium (IASS), Zürich, Switzerland, 2024.

A Graph-Based Grammar for Structural Design Using Deep Reinforcement Learning
Bleker, L.*; Tam, K-M.M. & D’acunto P. 
Proceedings of the 65th International Association for Shell and Spatial Structures Symposium (IASS), Zürich, Switzerland, 2024

Well-conditioned AI-Assisted Sub-matrix Selection for Numerically Stable Constrained Form-finding of Reticulated Shells via Geometric Deep Q-learning
Tam, K-M.M.*; Maia Avelino, R.; Kudenko, D; Van Mele; T. & Block, P.
Meccanica: Special Issue: Analysis and Design of Shell and Spatial Structures

Logic-informed Graph Neural Networks for Structural Form-finding
Bleker, L.*; Tam, K-M.M. & D’acunto P.
Advanced Engineering Informatics