publications

A few research work I have published over the years. More to come!

2026

  1. Navigating Order-(Dis)Order Family Trees via Group-Subgroup Transitions
    S. Yamazaki, Y. Huang, M.H. Petersen, W. Nong, K. Hippalgaonkar
    ICML 2026 AI for Science
  2. Generative Pipeline for Discovering Solid-State Battery Materials with Universal Atomistic Potentials
    A. Dembitskiy, S. Yamazaki, A. Maevskiy, N. Kazeev, R.A. Eremin, S. Budennyy, K. Hippalgaonkar, A.H.C. Neto, A.E. Ustyuzhanin
    SSI-25, ICML 2026 AI for Science
  3. CSX Agentic Framework for Synthesis-Oriented Generative Materials Discovery
    S. Yamazaki, Z. Ren, M.H. Petersen, H. Dai, K. Hippalgaonkar
    AI4X-AC 2026
  4. SWORD: Symmetry and Wyckoff-sequence of Ordered and Disordered Crystals
    Y. Huang, W. Nong, S. Yamazaki, M.H. Petersen, J. Wang, R. Zhu, K. Hippalgaonkar
    AI4X-AC 2026
  5. Fast and Accurate Prediction of Lattice Thermal Conductivity via Machine Learning Surrogates
    Z. Wang†, S. Yamazaki†, M.H. Petersen†, M. Ohnishi, T. Yamamoto, ..., Z. Ren, J. Shiomi, K. Hippalgaonkar
    Submitted

2025

  1. Multi‑property directed generative design of inorganic materials through Wyckoff‑augmented transfer learning
    S. Yamazaki*, W. Nong*, R. Zhu*, KS. Novoselov, and 2 more authors
    AI4X 2025
  2. Metastable Polymorph Stabilization with Physics-based Descriptor Engineering and Machine Learning
    H. Dai, AP. Chen, S. Yamazaki, and 4 more authors
    AI4X 2025
  3. WyckoffTransformer: Generation of Symmetric Crystals
    N. Kazeev, R. Zhu, I. Romanov, A. Ustyuzhanin, S. Yamazaki, W. Nong, K. Hippalgaonkar
    NeurIPS 2024 AI4Mat, ICML 2025

2024

  1. WyCryst: Wyckoff Inorganic Crystal Generator Framework
    R. Zhu, W. Nong, S. Yamazaki, and K. Hippalgaonkar
    Matter 7, 1–20, 2024