33 papers
2026
Collective dynamics on higher-order networks
Nature Reviews Physics 8, 146–159
Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning
ICLR 2026
2025
Learning beyond experience: Generalizing to unseen state space with reservoir computing
Chaos 35, 103146
How more data can hurt: Instability and regularization in next-generation reservoir computing
Chaos 35, 073102
Hypergraph reconstruction from dynamics
Nature Communications 16, 2691
2023
Catch-22s of reservoir computing
Physical Review Research 5, 033213
Higher-order interactions shape collective dynamics differently in hypergraphs and simplicial complexes
Nature Communications 14, 1605
Optimal synchronization in pulse-coupled oscillator networks using reinforcement learning
PNAS Nexus 2, pgad102
2021
Unified treatment of synchronization patterns in generalized networks with higher-order, multilayer, and temporal interactions
Communications Physics 4, 195
Designing temporal networks that synchronize under resource constraints
Nature Communications 12, 3273
Random heterogeneity outperforms design in network synchronization
PNAS 118, e2024299118
Synchronizing chaos with imperfections
Physical Review Letters 126, 164101
2020
Symmetry-independent stability analysis of synchronization patterns
SIAM Review 62, 817–836
Critical switching in globally attractive chimeras
Physical Review X 10, 011044
2016
Folding and stabilization of native-sequence-reversed proteins
Scientific Reports 6, 25138
DNA translocation through single-layer boron nitride nanopores
Soft Matter 12, 817