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T. D. Noia

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Open access Jul 2026

AMIUgraph: analysis and modeling of interactions for utility-driven benchmarking of graph-based models in healthcare.

AMIUGraph provides a clinically grounded and utility-driven benchmarking framework that jointly evaluates KGE and GNN models across multiple healthcare graph types and learning settings, and offers practical guidance for selecting graph-based models in medical decision-support systems.

P. Sorino, A. D. Bellis, Daniele Malitesta et al. · 0 citations
Preprint Aug 2026

Grounding Free-Form Instructions for Fashion Complementary Image Generation

StyleFlow instantiates the task with StyleFlow, a Rectified Flow Matching model that jointly conditions on the seed image and instruction within a single multimodal transformer, and consistently produces instruction-aligned and stylistically coherent garments while reducing architectural complexity and inference cost r...

Matteo Attimonelli, Claudio Pomo, A. D. Bellis et al. · 0 citations
Review Aug 2026

Who Are You Explaining To? A Multi-Agent System for Audience-Aware XAI Narratives

This work introduces XstrAI, an audience-aware multi-agent framework that treats local explanations as fixed evidence and structures how it is communicated to each target reader, and evaluates XstrAI on diabetes and stroke risk prediction against 11 baselines.

F. Musicco, Danilo Danese, Giuseppe Fasano et al. · 0 citations
Jun 2026

Test-Time Verification for Text-to-SQL via Outcome Reward Models

It is demonstrated that ORM-based verification provides a simple, effective, and scalable alternative to heuristic test-time selection strategies for Text-to-SQL, and that ORMs scale effectively with larger candidate sets and yield stronger improvements on complex queries.

M. Tritto, G. Farano, Dario Di Palma et al. · 1 citation · ⚡1

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