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q-bio.NC2026
Beyond DSA: Conjugacy-based Comparison of Dynamical Systems
Prakhar Godara, Pang Shiang Tay, Marcelo G. Mattar
Comparing whether two dynamical systems implement the same computation despite differences in coordinates or measurements is a central problem in neuroscience and machine learning.…
cs.LG2026
Adversarial construction as a potential solution to the experiment design problem in large task spaces
Prakhar Godara, Frederick Callaway, Marcelo G. Mattar
Despite decades of work, we still lack a robust, task-general theory of human behavior even in the simplest domains. In this paper we tackle the generality problem head-on, by aimi…