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S

Siddhant Kumar

Delft University of Technology

20H-index
84Paper Count
2.2KCitation Count
Published Papers 33
Publication Date
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Algebraic language models for inverse design of metamaterials via diffusion transformers
errNature Machine Intelligence
IF23.9
err2026-04-23
err0
PREAI
errLi Zheng; Siddhant Kumar; Dennis M. Kochmann
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errSave
COMMET: Orders-of-magnitude speed-up in finite element method via batch-vectorized neural constitutive updates
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-01-14
err0
errOAAI
errBenjamin Alheit; Mathias Peirlinck; Siddhant Kumar
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errSave
Hetero-EUCLID: Interpretable model discovery for heterogeneous hyperelastic materials using stress-unsupervised learning
errComputer Methods in Applied Mechanics and Engineering
IF7.3
err2026-01-12
err0
PREAI
errKanhaiya Lal Chaurasiya; Saurav Dutta; Siddhant Kumar; Akshay Joshi
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errSave
Ion sensing based on frequency-dependent physico-chemical processes at electrode/electrolyte interfaces
errNature Communications
IF15.7
err2025-12-03
err0
errOAAI
errAmir Mohseni Armaki; Yaqi Guo; Majid Ahmadi; Roan Streefland; Patrick S. Bäuerlein; Arjan Mol; Siddhant Kumar; Peyman Taheri
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errSave
Deep learning reveals key predictors of thermal conductivity in covalent organic frameworks
errDigital Discovery
IF5.6
err2025-10-17
err0
errOAAI
errPrakash Thakolkaran †; Yiwen Zheng †; Yaqi Guo; Aniruddh Vashisth; Siddhant Kumar
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errSave
Toward Sustainable Polymer Design: A Molecular Dynamics-Informed Machine Learning Approach for Vitrimers
errDigital Discovery
IF5.6
err2025-07-29
err0
errOAAI
errYiwen Zheng; Agni Kumar Biswal; Yaqi Guo; Prakash Thakolkaran; Yash Kokane; Vikas Varshney; Siddhant Kumar; Aniruddh Vashisth
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errSave
A topology optimisation framework to design test specimens for one-shot identification or discovery of material models
errJournal of the Mechanics and Physics of Solids
IF6
err2025-06-07
err0
errOAAI
errSaeid Ghouli; Moritz Flaschel; Siddhant Kumar; Laura De Lorenzis
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Experiment-informed finite-strain inverse design of spinodal metamaterials
errEXTREME MECHANICS LETTERS
IF4.5
err2025-01-01
err2
errOAAI
errThakolkaran, Prakash; Espinal, Michael; Dhulipala, Somayajulu; Kumar, Siddhant; Portela, Carlos M.
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errSave
AI-Guided Inverse Design and Discovery of Recyclable Vitrimeric Polymers
errADVANCED SCIENCE
IF14.1
err2024-12-16
err0
errOAAI
errZheng, Yiwen; Thakolkaran, Prakash; Biswal, Agni K.; Smith, Jake A.; Lu, Ziheng; Zheng, Shuxin; Nguyen, Bichlien H.; Kumar, Siddhant; Vashisth, Aniruddh
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HyperCAN: Hypernetwork-driven deep parameterized constitutive models for metamaterials
errEXTREME MECHANICS LETTERS
IF4.5
err2024-11-01
err1
errOAAI
errZheng, Li; Kochmann, Dennis M.; Kumar, Siddhant
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Spatially-graded 3D-printed viscoelastic truss metamaterials for impact trajectory control and energy absorption
errTHEORETICAL AND APPLIED MECHANICS LETTERS
IF3.3
err2024-09-01
err2
errOAAI
errRadi, Kaoutar; Glaesener, Raphael N.; Kumar, Siddhant; Kochmann, Dennis M.
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errSave
A discontinuous Galerkin/cohesive zone model approach for the computational modeling of fracture in geometrically exact slender beams
errCOMPUTATIONAL MECHANICS
IF3.8
err2024-07-12
err0
errOAAI
errKota, Sai Kubair; Kumar, Siddhant; Giovanardi, Bianca
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errSave
Inverse Designing Surface Curvatures by Deep Learning
errADVANCED INTELLIGENT SYSTEMS
IF6.1
err2024-04-10
err2
errOAAI
errGuo, Yaqi; Sharma, Saurav; Kumar, Siddhant
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errSave
AI-Enabled Materials Design of Non-Periodic 3D Architectures With Predictable Direction-Dependent Elastic Properties
errADVANCED MATERIALS
IF26.8
err2024-02-06
err6
PREAI
errDeng, Weiting; Kumar, Siddhant; Vallone, Alberto; Kochmann, Dennis M.; Greer, Julia R.
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errSave
Single-test evaluation of directional elastic properties of anisotropic structured materials
errJOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
IF6
err2023-12-01
err5
errOAAI
errBoddapati, Jagannadh; Flaschel, Moritz; Kumar, Siddhant; De Lorenzis, Laura; Daraio, Chiara
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errSave
Enhanced Floating Isogeometric Analysis
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2023-12-01
err2
errOAAI
errHille, Helge C.; Kumar, Siddhant; De Lorenzis, Laura
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errSave
Unifying the design space and optimizing linear and nonlinear truss metamaterials by generative modeling
errNATURE COMMUNICATIONS
IF15.7
err2023-11-21
err36
errOAAI
errZheng, Li; Karapiperis, Konstantinos; Kumar, Siddhant; Kochmann, Dennis M.
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errSave
Automated discovery of interpretable hyperelastic material models for human brain tissue with EUCLID
errJOURNAL OF THE MECHANICS AND PHYSICS OF SOLIDS
IF6
err2023-11-01
err13
errOAAI
errFlaschel, Moritz; Yu, Huitian; Reiter, Nina; Hinrichsen, Jan; Budday, Silvia; Steinmann, Paul; Kumar, Siddhant; De Lorenzis, Laura
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Neural cellular automata for solidification microstructure modelling
errCOMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF7.3
err2023-09-01
err4
errOAAI
errTang, Jian; Kumar, Siddhant; De Lorenzis, Laura; Hosseini, Ehsan
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errSave
Predicting the influence of geometric imperfections on the mechanical response of 2D and 3D periodic trusses
errACTA MATERIALIA
IF9.3
err2023-08-01
err8
errOAAI
errGlaesener, R. N.; Kumar, S.; Lestringant, C.; Butruille, T.; Portela, C. M.; Kochmann, D. M.
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Research Directions

No research directions
Co-authors
Cooperation Journals
J
Julia R. Greer
H-index: 75 · Papers: 461
郑力 cover
郑力 (Zheng Li)
H-index: 73 · Papers: 1.3K
P
Paul Steinmann
H-index: 71 · Papers: 982
C
Chiara Daraio
H-index: 71 · Papers: 412
L
Laura De Lorenzis
H-index: 64 · Papers: 299
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