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Stefano Martiniani

  1. ColabFit Exchange: open-access datasets for data-driven interatomic potentials
    2023/06/19 by Joshua A. Vita, Eric G. Fuemmeler, Vita, Joshua A. +13 · 4 citations
    Computer Science · Energy · Materials Science · #CO2 Reduction Techniques and Catalysts #Computational Drug Discovery Methods #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci)
  2. Open Materials Generation with Stochastic Interpolants
    2025/02/04 by Philipp Hoellmer, Thomas Egg, Hoellmer, Philipp +25 · 9 citations
    Engineering · #Architecture and Computational Design #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci)
  3. Gyromorphs: a new class of functional disordered materials
    2024/10/11 by Mathias Casiulis, Aaron Shih, Casiulis, Mathias +3 · 2 voices · 1 citation
    #cond-mat.stat-mech #cond-mat.dis-nn #cond-mat.soft #physics.optics
  4. On the design space between molecular mechanics and machine learning force fields
    2025/04/02 by Yuanqing Wang, Kenichiro Takaba, Michael S. Chen +14 · 1 voice · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Materials Science · #Computational Drug Discovery Methods #Machine Learning in Materials Science #Protein Structure and Dynamics
  5. Emergent universal long-range structure in random-organizing systems
    2025/05/28 by Satyam Anand, Guanming Zhang, Anand, Satyam +3 · 1 voice · 2 citations
    #cond-mat.soft #cond-mat.dis-nn #cond-mat.stat-mech
  6. AskChem: Claim-Centered Infrastructure for Chemistry Literature Synthesis
    2026/07/30 by Bing Yan, Gregory Wolfe, Stefano Martiniani +1 · 1 voice
    Computer Science · #cs.AI #cs.CL #cs.IR #cs.LG