4 papers
Squeezing the Cache, Preserving the Truth: Monotonic Equipotential Allocation with Geodesia-KV
Vincenzo Dentamaro, Pancrazio Auteri, Giuseppe Pirlo
Current assessment of KV-cache compression performance confuses resident bits with read bandwidth and is affected by the artifacts of chunked teacher-forcing. We present Geodesia-K…
Architecture-Agnostic Curriculum Learning for Document Understanding: Empirical Evidence from Text-Only and Multimodal
Mohammed Hamdan, Vincenzo Dentamaro, Giuseppe Pirlo +1
We investigate whether progressive data scheduling -- a curriculum learning strategy that incrementally increases training data exposure (33\%67\%100\%) -…
MUPAX: Multidimensional Problem Agnostic eXplainable AI
Vincenzo Dentamaro, Felice Franchini, Giuseppe Pirlo +1
Robust XAI techniques should ideally be simultaneously deterministic, model agnostic, and guaranteed to converge. We propose MULTIDIMENSIONAL PROBLEM AGNOSTIC EXPLAINABLE AI (MUPAX…
EVolutionary Independent DEtermiNistiC Explanation
Vincenzo Dentamaro, Paolo Giglio, Donato Impedovo +1
The widespread use of artificial intelligence deep neural networks in fields such as medicine and engineering necessitates understanding their decision-making processes. Current ex…