activity
20182025
most citedRevealing physical interaction networks from statistics of collective dynamics

82 citations · 82 across the 5 of their papers we have counts for

collaborators

6 papers

q-bio.PE2025

Fitness and Overfitness: Implicit Regularization in Evolutionary Dynamics

Hagai Rappeport, Mor Nitzan

A common assumption in evolutionary thought is that adaptation drives an increase in biological complexity. However, the rules governing evolution of complexity appear more nuanced…

q-bio.QM2025

Enhancing Swarms Durability to Threats via Graph Signal Processing and GNN-based Generative Modeling

Jonathan Karin, Zoe Piran, Mor Nitzan

Swarms, such as schools of fish or drone formations, are prevalent in both natural and engineered systems. While previous works have focused on the social interactions within swarm…

cs.LG2025

Characterizing Nonlinear Dynamics via Smooth Prototype Equivalences

Roy Friedman, Noa Moriel, Matthew Ricci +3

Characterizing the long term behavior of dynamical systems given limited measurements is a common challenge throughout the physical and biological sciences. This is a challenging t…

nlin.PS2024

TRENDy: Temporal Regression of Effective Nonlinear Dynamics

Matthew Ricci, Guy Pelc, Zoe Piran +2

Spatiotemporal dynamics pervade the natural sciences, from the morphogen dynamics underlying patterning in animal pigmentation to the protein waves controlling cell division. A cen…

cs.LG2023

Let's do the time-warp-attend: Learning topological invariants of dynamical systems

Noa Moriel, Matthew Ricci, Mor Nitzan

Dynamical systems across the sciences, from electrical circuits to ecological networks, undergo qualitative and often catastrophic changes in behavior, called bifurcations, when th…

physics.soc-ph2018★ 82 cited

Revealing physical interaction networks from statistics of collective dynamics

Mor Nitzan, Jose Casadiego, Marc Timme

Revealing physical interactions in complex systems from observed collective dynamics constitutes a fundamental inverse problem in science. Current reconstruction methods require ac…