5 citations · 10 across the 18 of their papers we have counts for
5 papers · 1 filter
Embedding Geometry Shapes LLM Routing: Tracing Failure Modes and Improving Generalization
Leonardo Torti, Emanuele Rimoldi, Tomer Galanti +2
With the growing number of LLMs available, selecting which one to use for a prompt has become a key question. A large part of the routing literature relies on semantically embeddin…
Distribution-Aware Programming: Learning Specialized Solvers from Experience
Saharsh Koganti, Priyadarsi Mishra, Pierfrancesco Beneventano +1
Many optimization problems are solved repeatedly on instances drawn from the same underlying distribution. In this setting, a system can begin with a general-purpose solver and use…
Retrieval Is Not Enough: Why Organizational AI Needs Epistemic Infrastructure
Federico Bottino, Carlo Ferrero, Nicholas Dosio +1
Organizational knowledge used by AI agents typically lacks epistemic structure: retrieval systems surface semantically relevant content without distinguishing binding decisions fro…
Inference-Time Amplification of Weak Reasoning Models
Varun Sunkaraneni, Pierfrancesco Beneventano, Riccardo Neumarker +2
How much of the capability of a reasoning model exposed by repeated sampling can an imperfect selector recover? We study this problem as {\em inference-time amplification}, separat…
pAI/MSc: ML Theory Research with Humans on the Loop
Mahmoud Abdelmoneum, Pierfrancesco Beneventano, Tomaso Poggio
We present pAI/MSc, an open-source, customizable, modular multi-agent system for academic research workflows. Our goal is not autonomous scientific ideation, nor fully automated re…