ISSTA 2025
Wed 25 - Sat 28 June 2025 Trondheim, Norway
co-located with FSE 2025
Sat 28 Jun 2025 11:40 - 12:00 at Cosmos 3B - Intelligence and Privacy Chair(s): Peng Di, Puzhuo Liu

Debugging and auditing zero-knowledge-compatible smart con- tracts remains a significant challenge due to the lack of source mapping in compilers such as zkSolc. In this work, we present a preliminary source mapping framework that establishes traceabil- ity between Solidity source code, LLVM IR, and zkEVM bytecode within the zkSolc compilation pipeline. Our approach addresses the traceability challenges introduced by non-linear transformations and proof-friendly optimizations in zero-knowledge compilation. To improve the reliability of mappings, we incorporate light- weight consistency checks based on static analysis and structural validation. We evaluate the framework on a dataset of 50 bench- mark contracts and 500 real-world zkSync contracts, observing a mapping accuracy of approximately 97.2% for standard Solidity constructs. Expected limitations arise in complex scenarios such as inline assembly and deep inheritance hierarchies. The measured compilation overhead remains modest, at approximately 8.6% . Our initial results suggest that source mapping support in zero- knowledge compilation pipelines is feasible and can benefit debug- ging, auditing, and development workflows. We hope that this work serves as a foundation for further research and tool development aimed at improving developer experience in zk-Rollup environ- ments.

Sat 28 Jun

Displayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change

11:00 - 12:30
Intelligence and PrivacyEXPRESS at Cosmos 3B
Chair(s): Peng Di Ant Group & UNSW Sydney, Puzhuo Liu Ant Group & Tsinghua University
11:00
20m
Talk
Patch the Leak: Strengthening CodeLLMs Against Privacy Extraction Threats
EXPRESS
Yongjian Guo Tsinghua University & Ant Group, Wanlun Ma Swinburne University of Technology, Xi Xiao Tsinghua University, Sheng Wen Swinburne University of Technology, Peng Di Ant Group & UNSW Sydney, Xiaogang Zhu The University of Adelaide
11:20
20m
Talk
From Large Language Models to Adversarial Malware: How far are we
EXPRESS
Shuai He Huazhong University of Science and Technology, Hao Yan Huazhong University of Science and Technology, Wenke Li Huazhong University of Science and Technology, Sheng Hong Huazhong University of Science and Technology, Xiaowei Guo Huazhong University of Science and Technology, Xiaofan Liu Huazhong University of Science and Technology, Cai Fu Huazhong University of Science and Technology
11:40
20m
Talk
Towards Source Mapping for Zero-Knowledge Smart Contracts: Design and Preliminary Evaluation
EXPRESS
Pei Xu University of Technology Sydney, Yulei Sui University of New South Wales, Mark Staples Digital Finance CRC
12:00
20m
Talk
TestFlow: Advancing Mobile UI Testing through Multi-Step Reinforcement Learning
EXPRESS
Xiaoxuan Tang Ant Group, Xinfang Chen Ant Group, Dajun Chen Ant Group, Sheng Zhou Zhejiang University, Wei Jiang Ant Group, Yong Li Ant Group
12:20
10m
Day closing
Discussion and Conclusion
EXPRESS


Information for Participants
Sat 28 Jun 2025 11:00 - 12:30 at Cosmos 3B - Intelligence and Privacy Chair(s): Peng Di, Puzhuo Liu
Info for room Cosmos 3B:

Cosmos 3B is the second room in the Cosmos 3 wing.

When facing the main Cosmos Hall, access to the Cosmos 3 wing is on the left, close to the stairs. The area is accessed through a large door with the number “3”, which will stay open during the event.

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