3 papers
cond-mat.soft2026
Topological flowscape reveals state transitions in nonreciprocal living matter
Hyunseok Lee, EliseAnne Koskelo, Shreyas Gokhale +7
Nonreciprocal interactions -- where forces between entities are asymmetric -- govern a wide range of nonequilibrium phenomena, yet their role in structural transitions in living an…
cs.LG2025
MonoCon: A general framework for learning ultra-compact high-fidelity representations using monotonicity constraints
Shreyas Gokhale
Learning high-quality, robust, efficient, and disentangled representations is a central challenge in artificial intelligence (AI). Deep metric learning frameworks tackle this chall…
cond-mat.soft2024
Selective excitation of work-generating cycles in nonreciprocal living solids
Yu-Chen Chao, Shreyas Gokhale, Lisa Lin +8
Emergent nonreciprocity in active matter drives the formation of self-organized states that transcend the behaviors of equilibrium systems. Integrating experiments, theory and simu…