3 papers
physics.bio-ph2026
Learning functional groups in complex microbiomes
Matthew S Schmitt, Kiseok Lee, Freddy Bunbury +3
From soil to the gut, communities composed of thousands of microbes perform functions such as carbon sequestration and immune system regulation. Here, we introduce a data-driven ap…
cs.LG2025
Graph Contrastive Learning versus Untrained Baselines: The Role of Dataset Size
Smayan Khanna, Doruk Efe Gökmen, Risi Kondor +1
Graph Contrastive Learning (GCL) has emerged as a leading paradigm for self-supervised learning on graphs, with strong performance reported on standardized datasets and growing app…
cond-mat.soft2025
Melting of non reciprocal solids: how dislocations propel and fission in flowing crystals
Stéphane Guillet, Alexis Poncet, Marine Le Blay +3
When soft matter is driven out of equilibrium its constituents interact via effective interactions that escape Newton's action-reaction principle. Prominent examples include the hy…