Meta-learning goes hand-in-hand with metacognition.

Binz et al. propose a general framework for meta-learning and contrast it with built-by-hand Bayesian models. We comment on some architectural assumptions of the approach, its relation to the active inference framework, its potential applicability to living systems in general, and the advantages of the latter in addressing the explanation problem.

Principled Limitations on Self-Representation for Generic Physical Systems.

The ideas of self-observation and self-representation, and the concomitant idea of self-control, pervade both the cognitive and life sciences, arising in domains as diverse as immunology and robotics. Here, we ask in a very general way whether, and to what extent, these ideas make sense. Using a generic model of physical interactions, we prove a theorem and several corollaries that severely restrict applicable notions of self-observation, self-representation, and self-control.

Ankle arthrodesis or total ankle arthroplasty surgery for end stage ankle arthritis, which is best? A review of the best available evidence.

Background: End Stage Ankle Arthritis (ESAA) causes pain and dysfunction. It is treated effectively with Total Ankle Arthroplasty (TAA) or Ankle Arthrodesis (AA). Currently there is no consensus on which surgical procedure is superior.

Neurons as hierarchies of quantum reference frames.

Conceptual and mathematical models of neurons have lagged behind empirical understanding for decades. Here we extend previous work in modeling biological systems with fully scale-independent quantum information-theoretic tools to develop a uniform, scalable representation of synapses, dendritic and axonal processes, neurons, and local networks of neurons. In this representation, hierarchies of quantum reference frames act as hierarchical active-inference systems.