Zheng Ma

Lessons learned from the ADRENALIN Load Disaggregation Challenge

András Balázs Tolnai, Zheng Ma, Igor Sartori, Clayton Miller, Stephen White, Matt Amos, et al.

Analytic Distribution of Classifier-Free Guidance for Schedule Design

Enze Jiang, Zheng Ma

Classifier-free guidance (CFG) is the default mechanism for conditional generation in diffusion models, but the distribution sampled by its deterministic guided dynamics is not captured by the usual product-distribution heuristic $p_0^ωq_0^{1-ω}$. We analyze CFG through the proba…Read more

Multimodal Molecular Representation Learning with Graph Neural Networks, Deep & Cross Networks, and SMILES Embeddings

Qiwei Han, Chi Zhou, Ruobing Wang, Zheng Ma

Molecular property prediction often relies on isolated data modalities, where continuous 3D graph neural networks (GNNs) struggle to efficiently capture long-range topological dependencies and exact macroscopic heuristics. In this work, we introduce a parameter-efficient Tri-Bran…Read more