Zifan Nan

According to our database, Zifan Nan authored at least 10 papers between 2020 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Large Language Models for Unit Test Generation: Achievements, Challenges, and Opportunities.

Bei Chu, Yang Feng, Kui Liu, Zhaoqiang Guo, Yichi Zhang, Hange Shi, Zifan Nan, Baowen Xu

CoRR, November, 2025

Boosting Rust Unit Test Coverage through Hybrid Program Analysis and Large Language Models.

Bei Chu, Yang Feng, Kui Liu, Hange Shi, Zifan Nan, Zhaoqiang Guo, Baowen Xu

CoRR, June, 2025

PALM: Synergizing Program Analysis and LLMs to Enhance Rust Unit Test Coverage.

Bei Chu, Yang Feng, Kui Liu, Hange Shi, Zifan Nan, Zhaoqiang Guo, Baowen Xu

Proceedings of the 40th IEEE/ACM International Conference on Automated Software Engineering, 2025

Test Intention Guided LLM-Based Unit Test Generation.

Zifan Nan, Zhaoqiang Guo, Kui Liu, Xin Xia

Proceedings of the 47th IEEE/ACM International Conference on Software Engineering, 2025

2022

IDE Augmented with Human-Learning Inspired Natural Language Programming.

Mitchell Young, Zifan Nan, Xipeng Shen

Proceedings of the 44th IEEE/ACM International Conference on Software Engineering: Companion Proceedings, 2022

Interactive NLU-Powered Ontology-Based Workflow Synthesis for FAIR Support of HPC.

Zifan Nan, Mithil Dave, Xipeng Shen, Chunhua Liao, Tristan Vanderbruggen, Pei-Hung Lin, Murali Emani

Proceedings of the IEEE/ACM International Workshop on HPC User Support Tools, 2022

Enabling Near Real-Time NLU-Driven Natural Language Programming through Dynamic Grammar Graph-Based Translation.

Zifan Nan, Xipeng Shen, Hui Guan

Proceedings of the IEEE/ACM International Symposium on Code Generation and Optimization, 2022

2021

HPC Ontology: Towards a Unified Ontology for Managing Training Datasets and AI Models for High-Performance Computing.

Chunhua Liao, Pei-Hung Lin, Gaurav Verma, Tristan Vanderbruggen, Murali Emani, Zifan Nan, Xipeng Shen

Proceedings of the IEEE/ACM Workshop on Machine Learning in High Performance Computing Environments, 2021

Deep NLP-based co-evolvement for synthesizing code analysis from natural language.

Zifan Nan, Hui Guan, Xipeng Shen, Chunhua Liao

Proceedings of the CC '21: 30th ACM SIGPLAN International Conference on Compiler Construction, 2021

2020

HISyn: human learning-inspired natural language programming.

Zifan Nan, Hui Guan, Xipeng Shen

Proceedings of the ESEC/FSE '20: 28th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, 2020