12 citations · 13 across the 4 of their papers we have counts for
5 papers
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…
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…
Contrasting Multiple Representations with the Multi-Marginal Matching Gap
Zoe Piran, Michal Klein, James Thornton +1
Learning meaningful representations of complex objects that can be seen through multiple () views or modalities is a core task in machine learning. Existing methods use lo…
Phase2vec: Dynamical systems embedding with a physics-informed convolutional network
Matthew Ricci, Noa Moriel, Zoe Piran +1
Dynamical systems are found in innumerable forms across the physical and biological sciences, yet all these systems fall naturally into universal equivalence classes: conservative…
The Dual Information Bottleneck
Zoe Piran, Ravid Shwartz-Ziv, Naftali Tishby
The Information Bottleneck (IB) framework is a general characterization of optimal representations obtained using a principled approach for balancing accuracy and complexity. Here…