5 citations · 5 across the 2 of their papers we have counts for
3 papers
cs.AI2024
Structured Active Inference (Extended Abstract)
Toby St Clere Smithe
We introduce structured active inference, a large generalization and formalization of active inference using the tools of categorical systems theory. We cast generative models form…
math.CT2024
Copy-composition for Probabilistic Graphical Models
Toby St Clere Smithe
In probabilistic modelling, joint distributions are often of more interest than their marginals, but the standard composition of stochastic channels is defined by marginalization.…
math.CT2023★ 5 cited
Active Inference in String Diagrams: A Categorical Account of Predictive Processing and Free Energy
Sean Tull, Johannes Kleiner, Toby St Clere Smithe
We present a categorical formulation of the cognitive frameworks of Predictive Processing and Active Inference, expressed in terms of string diagrams interpreted in a monoidal cate…