Published in The Twelfth International Conference on Learning Representations (ICLR), 2024
Set-level Coarse-grained Labels; Instance-level Labels; Excess Risk
Recommended citation: Zhang, Renyu, Aly A. Khan, Yuxin Chen, and Robert L. Grossman. "Enhancing Instance-Level Image Classification with Set-Level Labels." arXiv preprint arXiv:2311.05659 (2023). https://arxiv.org/abs/2311.05659
Published in AI for Science: from Theory to Practice, 2023
Spatial transcriptomics (ST); Contrastive learning
Recommended citation: Song, Steven, Emaan Mohsin, Renyu Zhang, Andrey Kuznetsov, Le Shen, Robert L. Grossman, Christopher R. Weber, and Aly A. Khan. "ATAT: Automated Tissue Alignment and Traversal in Spatial Transcriptomics with Self-Supervised Learning." bioRxiv (2023): 2023-12. https://www.biorxiv.org/content/10.1101/2023.12.08.570839v1.full.pdf
Published in Medical Imaging meets NeurIPS workshop, 2023
Set-level Coarse-grained Labels; Instance-level Labels; Excess Risk
Recommended citation: Zhang, Renyu, Aly A. Khan, Yuxin Chen, and Robert L. Grossman. "Enhancing Instance-Level Image Classification with Set-Level Labels." arXiv preprint arXiv:2311.05659 (2023). https://arxiv.org/abs/2311.05659
Published in The 12th International Conference on Learning Representations (ICLR), 2023
Deep Bayesian Active Learning
Recommended citation: Zhang, Renyu, et al. "Scalable Batch-Mode Deep Bayesian Active Learning via Equivalence Class Annealing." arXiv preprint arXiv:2112.13737 (2021). http://zhangrenyuuchicago.github.io/files/balance.pdf
Published in 2020 IEEE 20th International Conference on Bioinformatics and Bioengineering (BIBE), 2020
Hyperbolic Attention Model; Histopathology Images
Recommended citation: Zhang, Renyu, Aly A. Khan, and Robert L. Grossman. "Evaluation of Hyperbolic Attention in Histopathology Images." 2020 IEEE 20th International Conference on Bioinformatics and Bioengineering (BIBE). IEEE, 2020. https://ieeexplore.ieee.org/document/9288046
Published in Machine Learning for Healthcare Conference (MLHC), 2020
Caption Prediction; Histopathology Images
Recommended citation: Zhang, Renyu, et al. "Evaluating and interpreting caption prediction for histopathology images." Machine Learning for Healthcare Conference. PMLR, 2020. https://proceedings.mlr.press/v126/zhang20b.html
Published in ASCO Annual Meeting, 2020
H&E images; weak labeling
Recommended citation: Andrew J. Kruger, Lingdao Sha, Madhavi Kannan, Rohan P. Joshi, Benjamin D. Leibowitz, Renyu Zhang, Aly A. Khan, and Martin Stumpe Journal of Clinical Oncology 2020 38:15_suppl, e16097-e16097 https://ascopubs.org/doi/abs/10.1200/JCO.2020.38.15_suppl.e16097