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Preprint Aug 2026

Kinetic Turnover in the Early-Stage Nucleation of Multi-Shell Condensed Clusters

Nucleation is a key rate-limiting process in phase transition and phase separation. Recent studies highlight a significant discrepancy between experimentally measured nucleation rates and theoretical predictions, particularly when dynamic structural reordering occurs along multi-step pathways. To bridge this gap, we develop a multi-shell model with a space-time-dependent order-parameter field to describe the reordering-nucleation process, where structural reorganization couples with the early growth of condensed clusters. Through stochastic simulations, we track the time-resolved evolution of heterogeneous structural order inside growing clusters. Path analysis of the first-passage problem in early-stage nucleation demonstrates that shifting the reordering rate alters the nucleation rate by several orders of magnitude. Furthermore, as the coupling strength increases, the relationship between the mean first-passage time and reordering susceptibility shifts from monotonic to non-monotonic, exhibiting a turnover effect. We quantitatively rationalize these behaviors with an effective nucleation barrier that accounts for non-equilibrium properties. Our findings elucidate the mechanisms behind multi-step nucleation and offer a predictive framework for future studies.

Kaicheng Zhu, Haibin Su · 0 citations
Jun 2026

3DTMC-LLM: A 3D Geometry-Aware Large Language Model for Transition Metal Complexes.

3DTMC-LLM is introduced, the first multimodal LLM designed specifically for TMCs, and highlights the potential of multimodal approaches to accelerate research in TMCs and suggests broader opportunities for advancing the development of the general-purpose chemistry model.

Jingyuan Zhu, Farshad Shiri, Liren Xiao et al. · 0 citations