3 papers
cs.LG2025
Agent-centric learning: from external reward maximization to internal knowledge curation
Hanqi Zhou, Fryderyk Mantiuk, David G. Nagy +1
The pursuit of general intelligence has traditionally centered on external objectives: an agent's control over its environments or mastery of specific tasks. This external focus, h…
cs.LG2025
Analogy making as amortised model construction
David G. Nagy, Tingke Shen, Hanqi Zhou +2
Humans flexibly construct internal models to navigate novel situations. To be useful, these internal models must be sufficiently faithful to the environment that resource-limited p…
cs.AI2025
From Curiosity to Competence: How World Models Interact with the Dynamics of Exploration
Fryderyk Mantiuk, Hanqi Zhou, Charley M. Wu
What drives an agent to explore the world while also maintaining control over the environment? From a child at play to scientists in the lab, intelligent agents must balance curios…