Posts by Collection

Renming Liu^*, Semih Cantürk^*, Frederik Wenkel, Sarah McGuire, Xinyi Wang, Anna Little, Leslie O’Bray, Michael Perlmutter, Bastian Rieck, Matthew Hirn, Guy Wolf, Ladislav Rampášek
Paper / GitHub

Accurately modeling biased random walks on weighted networks using node2vec+

Published in Bioinformatics, 2023

Renming Liu, Matthew Hirn, Arjun Krishnan
Paper / Software / Benchmark

PyGenePlexus: a Python package for gene discovery using network-based machine learning

Published in Bioinformatics, 2023

Christopher A Mancuso^*, Renming Liu^*, Arjun Krishnan
Paper / GitHub / PyPI

Single Cells Are Spatial Tokens: Transformers for Spatial Transcriptomic Data Imputation

arXiv
Hongzhi Wen, Wenzhuo Tang, Wei Jin, Jiayuan Ding, Renming Liu, Feng Shi, Yuying Xie, Jiliang Tang
Paper

A General Single-Cell Analysis Framework via Conditional Diffusion Generative Models

bioRxiv
Wenzhuo Tang^*, Renming Liu^*, Hongzhi Wen, Xinnan Dai, Jiayuan Ding, Hang Li, Wenqi Fan, Yuying Xie, Jiliang Tang
Paper / GitHub

Single-Cell Multimodal Prediction via Transformers

Published in CIKM'23: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023

Wenzhuo Tang^*, Hongzhi Wen^*, Renming Liu^*, Jiayuan Ding, Wei Jin, Yuying Xie, Hui Liu, Jiliang Tang
Paper / GitHub

CONE: COntext-specific Network Embedding via Contextualized Graph Attention

Submitted to MLCB’24
Renming Liu^*, Hao Yuan^*, Kayla A Johnson, Arjun Krishnan
Paper / GitHub

DANCE: A Deep Learning Library and Benchmark Platform for Single-Cell Analysis

Published in Genome Biology, 2024

Jiayuan Ding^*, Hongzhi Wen^*, Wenzhuo Tang^*, Renming Liu^*, Zhaoheng Li, Julian Venegas, Runze Su, Dylan Molho, Wei Jin, Wangyang Zuo, Yixin Wang, Robert Yang, Yuying Xie, Jiliang Tang
Paper / GitHub / PyPI

Deep Learning in Single-Cell Analysis

Published in ACM Transactions on Intelligent Systems and Technology, 2024

Dylan Molho^*, Jiayuan Ding^*, Zhaoheng Li, Hongzhi Wen, Wenzhuo Tang, Yixin Wang, Julian Venegas, Wei Jin, Renming Liu, Runze Su, Patrick Danaher, Robert Yang, Yu Leo Lei, Yuying Xie, Jiliang Tang
Paper

Joint representation of molecular networks from multiple species improves gene classification

Published in PLOS Computational Biology, 2024

Christopher A Mancuso, Kayla A Johnson, Renming Liu, Arjun Krishnan
Paper / GitHub

Graph Positional and Structural Encoder

Published in International Conference on Machine Learning (ICML), 2024

Renming Liu^*, Semih Cantürk^*, Olivier Lapointe-Gagné, Vincent Létourneau, Guy Wolf, Dominique Beaini, Ladislav Rampášek
Paper / GitHub / Twitter Thread

Open Biomedical Network Benchmark: A Python Toolkit for Benchmarking Datasets with Biomedical Networks

Published in Machine Learning in Computational Biology (MLCB). PMLR., 2024

Renming Liu, Arjun Krishnan
Paper / Software / Benchmark

SpatialCTD: a large-scale TME spatial transcriptomic dataset to evaluate cell type deconvolution for immuno-oncology

Published in Journal of Computational Biology, 2024

Jiayuan Ding, Julian Venegas, Qiaolin Lu, Yixin Wang, Lidan Wu, Wei Jin, Hongzhi Wen, Renming Liu, Wenzhuo Tang, Zhaoheng Li, Wangyang Zuo, Yi Chang, Yu Leo Lei, View ORCID ProfilePatrick Danaher, Yuying Xie, Jiliang Tang
Paper

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.

Renming Liu

Posts by Collection

portfolio

Portfolio item number 1

Portfolio item number 2

publications

Supervised learning is an accurate method for network-based gene classification

PecanPy: a fast, efficient and parallelized Python implementation of node2vec

GenePlexus: a web-server for gene discovery using network-based machine learning

Applications of an Association Activity Coefficient Model, NRTL-PA, to Alcohol-Containing Mixtures

Taxonomy of Benchmarks in Graph Representation Learning