Publications
Selected publications are listed below. For the complete, up-to-date list—including preprints—see the AID Lab publications page or Google Scholar.
- F. Battiston, C. Bick, M. Lucas, A. P. Millán, P. S. Skardal, and Y. Zhang†, Collective dynamics on higher-order networks, Nat. Rev. Phys. 8, 146–159 (2026)
- Y. Zhang† and W. Gilpin, Context parroting: A simple but tough-to-beat baseline for foundation models in scientific machine learning, ICLR 2026
- Y. Zhang†, E. R. Santos, H. Zhang, and S. P. Cornelius, How more data can hurt: Instability and regularization in next-generation reservoir computing, Chaos 35, 073102 (2025)
- R. Delabays, G. De Pasquale, F. Dörfler, and Y. Zhang†, Hypergraph reconstruction from dynamics, Nat. Commun. 16, 2691 (2025)
- Y. Zhang and W. Gilpin, Zero-shot forecasting of chaotic systems, ICLR 2025
- Y. Zhang†, P. S. Skardal, F. Battiston, G. Petri, and M. Lucas, Deeper but smaller: Higher-order interactions increase linear stability but shrink basins, Sci. Adv. 10, ado8049 (2024)
- Y. Zhang and S. P. Cornelius, Catch-22s of reservoir computing, Phys. Rev. Research 5, 033213 (2023)
- Y. Zhang*†, M. Lucas*, and F. Battiston, Higher-order interactions shape collective dynamics differently in hypergraphs and simplicial complexes, Nat. Commun. 14, 1605 (2023)
- Y. Zhang and S. H. Strogatz, Basins with tentacles, Phys. Rev. Lett. 127, 194101 (2021)
- Y. Zhang, J. L. Ocampo-Espindola, I. Z. Kiss, and A. E. Motter, Random heterogeneity outperforms design in network synchronization, Proc. Natl. Acad. Sci. U.S.A. 118, e2024299118 (2021)
- Y. Zhang† and A. E. Motter, Symmetry-independent stability analysis of synchronization patterns, SIAM Rev. 62, 817–836 (2020)
- Y. Zhang, Z. G. Nicolaou, J. D. Hart, R. Roy, and A. E. Motter, Critical switching in globally attractive chimeras, Phys. Rev. X 10, 011044 (2020)
* equal contributions, † corresponding author