5 papers · 1 filter
Decentralized Causal Discovery using Judo Calculus
Sridhar Mahadevan
We describe a theory and implementation of an intuitionistic decentralized framework for causal discovery using judo calculus, which is formally defined as j-stable causal inferenc…
Intuitionistic -Do-Calculus in Topos Causal Models
Sridhar Mahadevan
In this paper, we generalize Pearl's do-calculus to an Intuitionistic setting called -stable causal inference inside a topos of sheaves. Our framework is an elaboration of the r…
Consciousness as a Functor
Sridhar Mahadevan
We propose a novel theory of consciousness as a functor (CF) that receives and transmits contents from unconscious memory into conscious memory. Our CF framework can be seen as a c…
A Rose by Any Other Name Would Smell as Sweet: Categorical Homotopy Theory for Large Language Models
Sridhar Mahadevan
Natural language is replete with superficially different statements, such as ``Charles Darwin wrote" and ``Charles Darwin is the author of", which carry the same meaning. Large lan…
Topos Causal Models
Sridhar Mahadevan
We propose topos causal models (TCMs), a novel class of causal models that exploit the key properties of a topos category: they are (co)complete, meaning all (co)limits exist, they…