128 citations · 467 across the 12 of their papers we have counts for
3 papers · 1 filter
PyPhi: A toolbox for integrated information theory
William G. P. Mayner, William Marshall, Larissa Albantakis +3
Integrated information theory provides a mathematical framework to fully characterize the cause-effect structure of a physical system. Here, we introduce PyPhi, a Python software p…
How causal analysis can reveal autonomy in models of biological systems
William Marshall, Hyunju Kim, Sara I. Walker +2
Standard techniques for studying biological systems largely focus on their dynamical, or, more recently, their informational properties, usually taking either a reductionist or hol…
What caused what? A quantitative account of actual causation using dynamical causal networks
Larissa Albantakis, William Marshall, Erik Hoel +1
Actual causation is concerned with the question "what caused what?" Consider a transition between two states within a system of interacting elements, such as an artificial neural n…