2 papers
cs.CL2026
Universal computation is intrinsic to language model decoding
Alex Lewandowski, Marlos C. Machado, Dale Schuurmans
Language models now provide an interface to express and often solve general problems in natural language, yet their ultimate computational capabilities remain a major topic of scie…
cs.AI2025
The World Is Bigger! A Computationally-Embedded Perspective on the Big World Hypothesis
Alex Lewandowski, Adtiya A. Ramesh, Edan Meyer +2
Continual learning is often motivated by the idea, known as the big world hypothesis, that "the world is bigger" than the agent. Recent problem formulations capture this idea by ex…