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Shixing Yu

3 accepted papers

2026

Clustering by Denoising: Latent plug-and-play diffusion for single-cell embeddings

ICLR 2026poster

Single-cell RNA sequencing (scRNA-seq) enables the study of cellular heterogeneity. Yet, clustering accuracy, and with it downstream analyses based on cell labels, remain challenging due to measurement noise and biological variability. In standard latent spaces (e.g., obtained through PCA), data fro…

Cited by 0SourcecodeScholar
2023

LeanDojo: Theorem Proving with Retrieval-Augmented Language Models

NeurIPS 2023oral

Large language models (LLMs) have shown promise in proving formal theorems using proof assistants such as Lean. However, existing methods are difficult to reproduce or build on, due to private code, data, and large compute requirements. This has created substantial barriers to research on machine le…

Cited by 268SourcePDFScholar
2022

Unified Visual Transformer Compression

ICLR 2022poster

Vision transformers (ViTs) have gained popularity recently. Even without customized image operators such as convolutions, ViTs can yield competitive performance when properly trained on massive data. However, the computational overhead of ViTs remains prohibitive, due to stacking multi-head self-att…