4 papers
Evaluating Multi-Agent LLM Architectures for Rare Disease Diagnosis
Ahmed Almasoud
While large language models are capable diagnostic tools, the impact of multi-agent topology on diagnostic accuracy remains underexplored. This study evaluates four agent topologie…
Specialists or Generalists? Multi-Agent and Single-Agent LLMs for Essay Grading
Jamiu Adekunle Idowu, Ahmed Almasoud
Automated essay scoring (AES) systems increasingly rely on large language models, yet little is known about how architectural choices shape their performance across different essay…
Mapping Human Anti-collusion Mechanisms to Multi-agent AI Systems
Jamiu Idowu, Ahmed Almasoud, Ayman Alfahid
As multi-agent AI systems become increasingly autonomous, evidence shows they can develop collusive strategies similar to those long observed in human markets and institutions. Whi…
Toward a self-learned Smart Contracts
Ahmed S. Almasoud, Maged M. Eljazzar, Farookh Hussain
In recent years, Blockchain technology has been highly valued and disruptive. Several researches have presented a merge between blockchain and current application i.e. medical, sup…