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Zichao Yan

3 accepted papers

2025

PerturBench: Benchmarking Machine Learning Models for Cellular Perturbation Analysis

NeurIPS 2025poster

We introduce a comprehensive framework for modeling single cell transcriptomic responses to perturbations, aimed at standardizing benchmarking in this rapidly evolving field. Our approach includes a modular and user-friendly model development and evaluation platform, a collection of diverse perturba…

Cited by 0SourcecodeScholar
2024

PhyloGFN: Phylogenetic inference with generative flow networks

ICLR 2024poster

Phylogenetics is a branch of computational biology that studies the evolutionary relationships among biological entities. Its long history and numerous applications notwithstanding, inference of phylogenetic trees from sequence data remains challenging: the high complexity of tree space poses a sign…

2021

Neural representation and generation for RNA secondary structures

ICLR 2021poster

Our work is concerned with the generation and targeted design of RNA, a type of genetic macromolecule that can adopt complex structures which influence their cellular activities and functions. The design of large scale and complex biological structures spurs dedicated graph-based deep generative mod…

Cited by 4SourcePDFScholar