18 citations · 20 across the 3 of their papers we have counts for
4 papers
Audit Before You Distill: A Controlled Workflow for Reasoning Transfer into Compact Medical Language Models
Tiago Martinelli, João Paulo Papa, Adriano José Pereira
Teacher rationales can help a smaller model answer health professions questions, but they can also reinforce errors. We examined when they help and how this evidence can guide trai…
An informational approach to uncover the age group interactions in epidemic spreading from macro analysis
Tiago Martinelli, Alberto Aleta, Francisco A. Rodrigues +1
We investigate the use of transfer entropy (TE) as a proxy to detect the contact patterns of the population in epidemic processes. We first apply the measure to a classical age-str…
Shaking the causal tree: On the faithfulness and minimality assumptions beyond pairwise interactions
Tiago Martinelli, Diogo O. Soares-Pinto, Francisco A. Rodrigues
Higher-order mechanisms can make genuine causes invisible to causal discovery, but whether this reflects fine tuning or a structural limitation remains unclear. We prove, for a bin…
Quantifying quantum reference frames in composed systems: local, global and mutual asymmetries
Tiago Martinelli, Diogo O. Soares-Pinto
The Page-Wootters mechanism questioned the fundamental nature of time in quantum physics. The mechanism explored the notion that a given physical quantity is always defined and mea…