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Toby St Clere

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Articles by Toby St Clere

AutoBayes: A Compositional Framework for Generalized Variational Inference

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By Toby St Clere, Marco Perin
| arXiv
arXiv:2503.18608 (stat) [Submitted on 24 Mar 2025 (v1), last revised 25 Mar 2025 (this version, v2)] View PDF HTML (experimental) Comments: Subjects: Machine Learning (stat.ML); Machine Learning (cs.LG); Statistics Theory (math.ST) Cite as: arXiv:2503.18608 [stat.ML] (or arXiv:2503.18608v2 [stat.ML] for this version) https://doi.org/10.48550/arXiv.2503.18608 Submission history From: Toby St. Clere Smithe [ view email] [v1] Mon, 24 Mar 2025 12:05:45 UTC (31 KB) [v2] Tue, 25 Mar 2025 10:55:49...
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[2406.07577] Structured Active Inference (Extended Abstract)

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By Toby St Clere
| arXiv
arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.
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Active Inference in String Diagrams: A Categorical Account of Predictive Processing and Free Energy

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By Toby St Clere, Johannes Kleiner
| arXiv
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 category with copying and discarding. This includes diagrammatic accounts of generative models, Bayesian updating, perception, planning, active inference, and free energy.
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[2306.17009] Approximate Inference via Fibrations of Statistical Games

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By Toby St Clere
| arXiv
arXiv:2306.17009 (math) Download a PDF of the paper titled Approximate Inference via Fibrations of Statistical Games, by Toby St Clere Smithe Download PDF Submission history From: Toby St. Clere Smithe [ view email] [v1] Thu, 29 Jun 2023 15:05:23 UTC (206 KB) Bibliographic Tools Bibliographic Explorer Toggle Bibliographic Explorer () Litmaps Toggle Litmaps (What is Litmaps?) scite.ai Toggle scite Smart Citations (What are Smart Citations?) Code, Data, Media Links to Code Toggle CatalyzeX Code...
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[2305.06112] The Compositional Structure of Bayesian Inference

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By Toby St Clere, Jules Hedges
| arXiv
[Submitted on 10 May 2023] Title:The Compositional Structure of Bayesian Inference Download a PDF of the paper titled The Compositional Structure of Bayesian Inference, by Dylan Braithwaite and 2 other authors Download PDF Abstract: Bayes' rule tells us how to invert a causal process in order to update our beliefs in light of new evidence.
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[2212.12538] Mathematical Foundations for a Compositional Account of the Bayesian Brain

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By Toby St Clere
| arXiv
arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that work with arXivLabs have embraced and accepted our values of openness, community, excellence, and user data privacy. arXiv is committed to these values and only works with partners that adhere to them. Have an idea for a project that will add value for arXiv's community? Learn more about arXivLabs.
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[2212.01354] Designing Ecosystems of Intelligence from First Principles

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By Maxwell J. D, Dalton A R, Toby St Clere, Safae Essafi
| arXiv
[Submitted on 2 Dec 2022 ( v1 ), last revised 11 Jan 2024 (this version, v2)] Title:Designing Ecosystems of Intelligence from First Principles Authors:Karl J Friston , Maxwell J D Ramstead , Alex B Kiefer , Alexander Tschantz , Christopher L Buckley , Mahault Albarracin , Riddhi J Pitliya , Conor Heins , Brennan Klein , Beren Millidge , Dalton A R Sakthivadivel , Toby St Clere Smithe , Magnus Koudahl , Safae Essafi Tremblay , Capm Petersen , Kaiser Fung , Jason G Fox , Steven Swanson , Dan...
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