119 citations · 515 across the 60 of their papers we have counts for
4 papers · 1 filter
Capsule Networks as Generative Models
Alex B. Kiefer, Beren Millidge, Alexander Tschantz +1
Capsule networks are a neural network architecture specialized for visual scene recognition. Features and pose information are extracted from a scene and then dynamically routed th…
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…
How particular is the physics of the free energy principle?
Miguel Aguilera, Beren Millidge, Alexander Tschantz +1
The free energy principle (FEP) states that any dynamical system can be interpreted as performing Bayesian inference upon its surrounding environment. In this work, we examine in d…
Relaxing the Constraints on Predictive Coding Models
Beren Millidge, Alexander Tschantz, Anil Seth +1
Predictive coding is an influential theory of cortical function which posits that the principal computation the brain performs, which underlies both perception and learning, is the…