activity
20092026
most citedGranger causality and transfer entropy are equivalent for Gaussian variables

1.2k citations · 2.2k across the 23 of their papers we have counts for

collaborators

27 papers

cs.CV2026

(How) Do MLLMs Report Bistable Images Like Humans?

Ryota Takatsuki, Tomoki Doi, Amane Watahiki +2

Bistable images such as the duck-rabbit are classic stimuli in which one image supports multiple mutually incompatible interpretations, typically reported one at a time in humans.…

q-bio.NC2022★ 2 cited

Hybrid Predictive Coding: Inferring, Fast and Slow

Alexander Tschantz, Beren Millidge, Anil K Seth +1

Predictive coding is an influential model of cortical neural activity. It proposes that perceptual beliefs are furnished by sequentially minimising "prediction errors" - the differ…

q-bio.NC2021★ 1 cited

Greater than the parts: A review of the information decomposition approach to causal emergence

Pedro A. M. Mediano, Fernando E. Rosas, Andrea I. Luppi +5

Emergence is a profound subject that straddles many scientific disciplines, including the formation of galaxies and how consciousness arises from the collective activity of neurons…

cs.AI2021★ 1 cited

A Mathematical Walkthrough and Discussion of the Free Energy Principle

Beren Millidge, Anil Seth, Christopher L Buckley

The Free-Energy-Principle (FEP) is an influential and controversial theory which postulates a deep and powerful connection between the stochastic thermodynamics of self-organizatio…

q-bio.NC2021★ 43 cited

Towards an extended taxonomy of information dynamics via Integrated Information Decomposition

Pedro A. M. Mediano, Fernando E. Rosas, Andrea I Luppi +4

Complex systems, from the human brain to the global economy, are made of multiple elements that interact in such ways that the behaviour of the `whole' often seems to be more than…

cs.AI2021★ 26 cited

Predictive Coding: a Theoretical and Experimental Review

Beren Millidge, Anil Seth, Christopher L Buckley

Predictive coding offers a potentially unifying account of cortical function -- postulating that the core function of the brain is to minimize prediction errors with respect to a g…