4 papers
Cognitive Friction: A Decision-Theoretic Framework for Bounded Deliberation in Tool-Using Agents
Davide Di Gioia
Autonomous tool-using agents in networked environments must decide which information source to query and when to stop querying and act. Without principled bounds on information-acq…
Entropic Claim Resolution: Uncertainty-Driven Evidence Selection for RAG
Davide Di Gioia
Current Retrieval-Augmented Generation (RAG) systems predominantly rely on relevance-based dense retrieval, sequentially fetching documents to maximize semantic similarity with the…
Learning When to Act: Interval-Aware Reinforcement Learning with Predictive Temporal Structure
Davide Di Gioia
Autonomous agents operating in continuous environments must decide not only what to do, but when to act. We introduce a lightweight adaptive temporal control system that learns the…
Cascade-Aware Multi-Agent Routing: Spatio-Temporal Sidecars and Geometry-Switching
Davide Di Gioia
Advanced AI reasoning systems route tasks through dynamic execution graphs of specialized agents. We identify a structural blind spot in this architecture: schedulers optimize load…