HypoAgent: An Agentic Framework for Interactive Abductive Hypothesis Generation over Knowledge Graphs

ArXi:2605.31370v1 Announce Type: new Abductive reasoning over knowledge graphs aims to generate logical hypotheses that explain observed entities or facts. Existing controllable hypothesis generation methods allow users to guide this process with explicit conditions, but they remain limited in interactive settings: they struggle to ground evolving natural-language intents across multi-turn dialogues and provide little fine-grained diagnosis when generated hypotheses fail.