GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization

Yan Zhuang; Minheng Chen; Chao Cao; Tong Chen; Jing Zhang; Xiaowei Yu; Yanjun Lyu; Lu Zhang; Tianming Liu; Dajiang Zhu

doi:10.1007/978-3-032-09513-8_46

GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization

Yan Zhuang
, Minheng Chen
, Chao Cao
, Tong Chen
, Jing Zhang
, Xiaowei Yu
, Yanjun Lyu
, Lu Zhang
, Tianming Liu
, Dajiang Zhu

University of Texas at Arlington
Indiana University Indianapolis
University of Georgia

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Machine Learning in Medical Imaging - 16th International Workshop, MLMI 2025, Held in Conjunction with MICCAI 2025, Proceedings
Editors	Zhiming Cui, Islem Rekik, Heung-IL Suk, Xi Ouyang, Kaicong Sun, Sheng Wang
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	477-486
Number of pages	10
ISBN (Print)	9783032095121
DOIs	https://doi.org/10.1007/978-3-032-09513-8_46
State	Published - 2026
Externally published	Yes
Event	16th International Workshop on Machine Learning in Medical Imaging, MLMI 2025 was held in conjunction with the 28th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2025 - Daejeon, Korea, Republic of Duration: Sep 23 2025 → Sep 23 2025

Publication series

Name	Lecture Notes in Computer Science
Volume	16241 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	16th International Workshop on Machine Learning in Medical Imaging, MLMI 2025 was held in conjunction with the 28th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2025
Country/Territory	Korea, Republic of
City	Daejeon
Period	9/23/25 → 9/23/25

ASJC Scopus Subject Areas

Theoretical Computer Science
General Computer Science

Keywords

3HG
Cortical folding pattern
Differentiable optimization
Subnetwork partitioning

Access to Document

10.1007/978-3-032-09513-8_46

Cite this

Zhuang, Y., Chen, M., Cao, C., Chen, T., Zhang, J., Yu, X., Lyu, Y., Zhang, L., Liu, T., & Zhu, D. (2026). GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization. In Z. Cui, I. Rekik, H.-IL. Suk, X. Ouyang, K. Sun, & S. Wang (Eds.), Machine Learning in Medical Imaging - 16th International Workshop, MLMI 2025, Held in Conjunction with MICCAI 2025, Proceedings (pp. 477-486). (Lecture Notes in Computer Science; Vol. 16241 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-032-09513-8_46

GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization. / Zhuang, Yan; Chen, Minheng; Cao, Chao et al.
Machine Learning in Medical Imaging - 16th International Workshop, MLMI 2025, Held in Conjunction with MICCAI 2025, Proceedings. ed. / Zhiming Cui; Islem Rekik; Heung-IL Suk; Xi Ouyang; Kaicong Sun; Sheng Wang. Springer Science and Business Media Deutschland GmbH, 2026. p. 477-486 (Lecture Notes in Computer Science; Vol. 16241 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Zhuang, Y, Chen, M, Cao, C, Chen, T, Zhang, J, Yu, X, Lyu, Y, Zhang, L, Liu, T & Zhu, D 2026, GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization. in Z Cui, I Rekik, H-IL Suk, X Ouyang, K Sun & S Wang (eds), Machine Learning in Medical Imaging - 16th International Workshop, MLMI 2025, Held in Conjunction with MICCAI 2025, Proceedings. Lecture Notes in Computer Science, vol. 16241 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 477-486, 16th International Workshop on Machine Learning in Medical Imaging, MLMI 2025 was held in conjunction with the 28th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2025, Daejeon, Korea, Republic of, 9/23/25. https://doi.org/10.1007/978-3-032-09513-8_46

Zhuang Y, Chen M, Cao C, Chen T, Zhang J, Yu X et al. GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization. In Cui Z, Rekik I, Suk HIL, Ouyang X, Sun K, Wang S, editors, Machine Learning in Medical Imaging - 16th International Workshop, MLMI 2025, Held in Conjunction with MICCAI 2025, Proceedings. Springer Science and Business Media Deutschland GmbH. 2026. p. 477-486. (Lecture Notes in Computer Science). doi: 10.1007/978-3-032-09513-8_46

Zhuang, Yan ; Chen, Minheng ; Cao, Chao et al. / GyralNet Subnetwork Partitioning via Differentiable Spectral Modularity Optimization. Machine Learning in Medical Imaging - 16th International Workshop, MLMI 2025, Held in Conjunction with MICCAI 2025, Proceedings. editor / Zhiming Cui ; Islem Rekik ; Heung-IL Suk ; Xi Ouyang ; Kaicong Sun ; Sheng Wang. Springer Science and Business Media Deutschland GmbH, 2026. pp. 477-486 (Lecture Notes in Computer Science).

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author = "Yan Zhuang and Minheng Chen and Chao Cao and Tong Chen and Jing Zhang and Xiaowei Yu and Yanjun Lyu and Lu Zhang and Tianming Liu and Dajiang Zhu",

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