Decoupling Dynamical Richness from Representation Learning: Towards Practical Measurement - Nam, Yoonsoo; Fonseca, Nayara; Lee, Seok Hyeong; Mingard, Chris; Göring, Niclas; El Harzli, Ouns; Erturk, Abdurrahman; Hayou, Soufiane; Louis, Ard (International Conference on Learning Representations, 2026)