8 citations · 8 across the 5 of their papers we have counts for
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physics.chem-ph2025
VEDA: Generation of 3D Molecules via Variance-Exploding Diffusion with Annealing
Peining Zhang, Jinbo Bi, Minghu Song
Diffusion models show promise for 3D molecular generation, but face a fundamental trade-off between sampling efficiency and conformational accuracy. While flow-based models are fas…
cs.LG2025
Zero-Shot Transfer Capabilities of the Sundial Foundation Model for Leaf Area Index Forecasting
Peining Zhang, Hongchen Qin, Haochen Zhang +3
This work investigates the zero-shot forecasting capability of time series foundation models for Leaf Area Index (LAI) forecasting in agricultural monitoring. Using the HiQ dataset…
q-bio.BM2025★ 8 cited
Unraveling the Potential of Diffusion Models in Small Molecule Generation
Peining Zhang, Daniel Baker, Minghu Song +1
Generative AI presents chemists with novel ideas for drug design and facilitates the exploration of vast chemical spaces. Diffusion models (DMs), an emerging tool, have recently at…