Publications

Research in scientific machine learning, fusion engineering, and multi-agent language model simulations.

3
Publications
1
Journal Articles
5
Citations

Featured Publication

Journal Article
2024

Using Deep Learning to Design High Aspect Ratio Fusion Devices

P. Curvo, D. R. Ferreira, R. Jorge

Journal of Plasma Physics (Cambridge University Press)

A data-driven framework for stellarator coil design using deep neural networks to tackle inverse physics in fusion devices.

FusionDeep LearningInverse Problems
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All Publications

Preprint (Under Review)
2025

The Traitors: Deception and Trust in Multi-Agent Language Model Simulations

Curvo, P. M. P.

A multi-agent LLM simulation framework revealing emergent behaviors such as alliances and deception with persistent memory.

LLM AgentsSimulationEmergence
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Preprint (Under Review)
2025

Reproducibility Study of 'Cooperate or Collapse' in a Society of LLM Agents

Curvo, P. M. P., Dragomir, M., Rahimi, M., Torpes, S.

An empirical replication and analysis of sustainable cooperation emergence in LLM agent societies.

ReproducibilityLLM AgentsCooperation
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