3 papers
q-bio.NC2026
Emergent Generalization by Representation Learning in Artificial Neural Networks
Hardik Rajpal, Dan Goodman
Dimensionality reduction has proven powerful for identifying neural manifolds, which are low-dimensional structures underlying high-dimensional neural activity. These low-dimension…
cs.IT2026
A scalable estimator of higher-order information in complex dynamical systems
Alberto Liardi, George Blackburne, Hardik Rajpal +2
Our understanding of complex systems rests on our ability to characterise how they perform distributed computation and integrate information. Advances in information theory have in…
physics.soc-ph2025
Improved estimators of causal emergence for large systems
Madalina I. Sas, Fernando E. Rosas, Hardik Rajpal +3
A central challenge in the study of complex systems is the quantification of emergence -- understood as the ability of the system to exhibit collective behaviours that cannot be tr…