2 papers
cs.CE2026
Predicting Company Growth using Scaling Theory informed Machine Learning
Ruyi Tao, Veronica R. Cappelli, Kaiwei Liu +4
Predicting company growth is a critical yet challenging task because observed dynamics blend an underlying structural growth trend with volatile fluctuations. Here, we propose a Sc…
cond-mat.stat-mech2025
Dynamical Reversibility and A New Theory of Causal Emergence based on SVD
Jiang Zhang, Ruyi Tao, Keng Hou Leong +2
The theory of causal emergence (CE) with effective information (EI) posits that complex systems can exhibit CE, where macro-dynamics show stronger causal effects than micro-dynamic…