Yafan Huang

2025

Lossy Parallel Visualization of Large-Scale Volume Data with Error-Bounded Image Compositing
Yongfeng Qiu, Yuxiao Li, Xin Liang, Yafan Huang, Guanpeng Li, Sheng Di, Franck Cappello, and Hanqi Guo
[LDAV’25] IEEE Symposium on Large Data Analysis and Visualization

GPU Lossy Compression for HPC Can Be Versatile and Ultra-fast
Yafan Huang, Sheng Di, Guanpeng Li, and Franck Cappello
[SC’25] International Conference for High Performance Computing, Networking, Storage and Analysis

lsCOMP: Efficient Light Source Compression
Yafan Huang, Sheng Di, Robert Underwood, Peco Myint, Miaoqi Chu, Guanpeng Li, Nicholas Schwarz, and Franck Cappello
[SC’25] International Conference for High Performance Computing, Networking, Storage and Analysis

What to Support When You are Compressing: The State of Practice, Gaps, and Opportunities for Scientific Data Compression
Franck Cappello et al.
[SC’25] International Conference for High Performance Computing, Networking, Storage and Analysis

Pushing the Limits of GPU Lossy Compression: A Hierarchical Delta Approach
Boyuan Zhang, Yafan Huang, Sheng Di, Fengguang Song, Guanpeng Li, and Franck Cappello
[ICS’25] ACM International Conference on Supercomputing
Best Paper Finalist

ghZCCL: Advancing GPU-aware Collective Communications with Homomorphic Compression
Jiajun Huang, Sheng Di, Yafan Huang, Zizhong Chen, Franck Cappello, Yanfei Guo and Rajeev Thakur
[ICS’25] ACM International Conference on Supercomputing

A Memory-efficient and Computation-balanced Lossy Compressor on Wafer-Scale Engine
Shihui Song, Robert Underwood, Sheng Di, Yafan Huang, Peng Jiang, and Franck Cappello
[IPDPS’25] IEEE International Parallel and Distributed Processing Symposium

A Survey on Error-bounded Lossy Compression for Scientific Datasets
Sheng Di et al.
[CSUR’25] ACM computing surveys

2024

Versatile Datapath Soft Error Detection on the Cheap for HPC Applications
Yafan Huang, Sheng Di, Zhaorui Zhang, Xiaoyi Lu, and Guanpeng Li
[SC’24] International Conference for High Performance Computing, Networking, Storage and Analysis

cuSZp2: A GPU Lossy Compressor with Extreme Throughput and Optimized Compression Ratio
Yafan Huang, Sheng Di, Guanpeng Li, and Franck Cappello
[SC’24] International Conference for High Performance Computing, Networking, Storage and Analysis
Best Student Paper Finalist, SCC Reproducibility Challenge Finalist

cuSZ-i: High-Ratio Scientific Lossy Compression on GPUs with Optimized Multi-Level Interpolation
Jinyang Liu, Jiannan Tian, Shixun Wu, Sheng Di, Boyuan Zhang, Robert Underwood, Yafan Huang, Jiajun Huang, Kai Zhao, Guanpeng Li, Dingwen Tao, Zizhong Chen, and Franck Cappello
[SC’24] International Conference for High Performance Computing, Networking, Storage and Analysis

gZCCL: Compression-Accelerated Collective Communication Framework for GPU Clusters
Jiajun Huang, Sheng Di, Xiaodong Yu, Yujia Zhai, Jinyang Liu, Yafan Huang, Ken Raffenetti, Hui Zhou, Kai Zhao, Xiaoyi Lu, Zizhong Chen, Franck Cappello, Yanfei Guo, and Rajeev Thakur
[ICS’24] ACM International Conference on Supercomputing

CereSZ: Enabling and Scaling Error-bounded Lossy Compression on Cerebras CS-2
Shihui Song, Yafan Huang, Peng Jiang, Xiaodong Yu, Weijian Zheng, Sheng Di, Qinglei Cao, Yunhe Feng, Zhen Xie, and Franck Cappello
[HPDC’24]: International Symposium on High-Performance Parallel Distributed Computing

2023

Characterizing Runtime Performance Variation in Error Detection by Duplicating Instructions
Yafan Huang*, Zhengyang He*, Lingda Li, and Guanpeng Li
[ISSRE’23] IEEE International Symposium on Software Reliability Engineering

cuSZp: An Ultra-fast GPU Error-bounded Lossy Compression Framework with Optimized End-to-End Performance
Yafan Huang, Sheng Di, Xiaodong Yu, Guanpeng Li, and Franck Cappello
[SC’23] International Conference for High Performance Computing, Networking, Storage and Analysis

Demystifying and Mitigating Cross-Layer Deficiencies of Soft Error Protection in Instruction Duplication
Zhengyang He, Yafan Huang, Hui Xu, Dingwen Tao, and Guanpeng Li
[SC’23] International Conference for High Performance Computing, Networking, Storage and Analysis

Towards Improving Reverse Time Migration Performance by High-speed Lossy Compression
Yafan Huang, Kai Zhao, Sheng Di, Guanpeng Li, Maxim Dmitriev, Thierry-Laurent D. Tonellot, and Franck Cappello
[CCGrid’23] IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing

2022

Salus: A Novel Data-Driven Monitor that Enables Real-Time Safety in Autonomous Driving Systems
Bohan Zhang, Yafan Huang, and Guanpeng Li
[QRS’22] International Conference on Software Quality, Reliability and Security

Mitigating Silent Data Corruptions in HPC Applications across Multiple Program Inputs
Yafan Huang, Shengjian Guo, Sheng Di, Guanpeng Li, and Franck Cappello
[SC’22] International Conference for High Performance Computing, Networking, Storage and Analysis
Best Paper Finalist, Best Student Paper Finalist

Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes
Feng Zhao, Xiangyu Gui, Yafan Huang, Hai Jin, and Laurence T. Yang
[TBD’22] IEEE Transactions on Big Data

2021

Rumor Detection on Social Media with Out-In-Degree Graph Convolutional Networks
Shihui Song, Yafan Huang, and Hongwei Lu
[SMC’21] IEEE International Conference on Systems, Man and Cybernetics

Path-enhanced Explainable Recommendation with Knowledge Graphs
Yafan Huang, Feng Zhao, Xiangyu Gui, and Hai Jin
[WWWJ’21] Word Wide Web