Sajid Mannan

Employment

• Indian Institute of Technology Delhi

Education

Education history is unavailable.

Projects & Funding

Projects & funding information is unavailable.

Publications (18)

• Natural language embeddings of synthesis and testing conditions enhance glass dissolution prediction
  Digital Discovery 2026 DOI: 10.1039/D6DD00191B
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• UniFFBench: evaluating universal machine learning force fields against experimental measurements
  Nature Computational Science 2026 DOI: 10.1038/s43588-026-01019-4
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• Atomistic insights into scratch-induced structural evolution of silica glass
  Acta Materialia 2025 DOI: 10.1016/j.actamat.2024.120459
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• Energy & Force Regression on DFT Trajectories is Not Enough for Universal Machine Learning Interatomic Potentials
  Arxiv 2025 DOI: 10.48550/arXiv.2502.03660
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• Evaluating Universal Machine Learning Force Fields Against Experimental Measurements
  Arxiv 2025 DOI: 10.48550/arXiv.2508.05762
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• Graphene Mitigates Nanoscale Tribochemical Wear of Silica Glass in Water
  Small 2025 DOI: 10.1002/smll.202410040
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• Physics-informed machine learning for Na-Ion conductivity and activation energy
  Journal of Non Crystalline Solids 2025 DOI: 10.1016/j.jnoncrysol.2025.123497
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• EGraFFBench: evaluation of equivariant graph neural network force fields for atomistic simulations
  Digital Discovery 2024 DOI: 10.1039/d4dd00027g
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• Physics-Informed Machine Learning for Na-Ion Conductivity and Activation Energy
  Ssrn 2024 DOI: 10.2139/ssrn.5063233
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• Atomistic Insights into Scratch-Induced Structural Evolution of Glassy Silica
  Ssrn 2024 DOI: 10.2139/ssrn.4723766
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