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Li, Jielan

  1. MatterGen: a generative model for inorganic materials design
    2023/12/06 by Claudio Zeni, Zeni, Claudio, Robert Pinsler +41 · 1 voice · 21 citations
    Computer Science · Engineering · Materials Science · Physics and Astronomy · #Machine Learning in Materials Science #Modular Robots and Swarm Intelligence #cond-mat.mtrl-sci #cs.AI
  2. MatterSim: A Deep Learning Atomistic Model Across Elements, Temperatures and Pressures
    2024/05/08 by Han Yang, Yang, Han, Chenxi Hu +44 · 1 voice · 58 citations
    Materials Science · Physics and Astronomy · #Machine Learning in Materials Science #Nuclear Physics and Applications #cond-mat.mtrl-sci
  3. Nature Language Model: Deciphering the Language of Nature for Scientific Discovery
    2025/02/11 by Yingce Xia, Peiran Jin, Xia, Yingce +89 · 1 voice · 11 citations
    Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.LG
  4. A Survey of Scientific Large Language Models: From Data Foundations to Agent Frontiers
    2025/08/28 by Mingjun Hu, Chenglong Ma, Hu, Ming +214 · 9 citations
    Computer Science · Materials Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning in Materials Science #Topic Modeling
  5. Overcoming the Size Limit of First Principles Molecular Dynamics Simulations with an In-Distribution Substructure Embedding Active Learner
    2023/11/14 by Kong, Lingyu, Li, Jielan, Sun, Lixin +7 · 1 citation
    #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
  6. Probing the Limit of Heat Transfer in Inorganic Crystals with Deep Learning
    2025/03/14 by Zekun Chen, Li, Jielan, Chen, Zekun +42 · 2 citations
    Materials Science · #Advanced Thermoelectric Materials and Devices #FOS: Physical sciences #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Thermal properties of materials