2026
Strategic Navigation or Stochastic Search? How Agents and Humans Reason Over Document Collections
ICML 2026oral
Multimodal agents offer a compelling path to automating complex document-intensive workflows, yet a critical question remains: do these architectures demonstrate genuine strategic reasoning, or simply conduct stochastic trial-and-error search? To address this, we introduce Agentic Document VQA, a be…