Valerio Pepe

Shoot First, Ask Questions Later? Building Rational Agents that Explore and Act Like People

Many high-stakes applications of AI require forming data-driven hypotheses and making targeted guesses; e.g., in scientific and diagnostic settings. Given limited resources, to what extent do agents based on language models (LMs) act rationally? We develop methods to benchmark and enhance agentic in…