VLDB 2026 Research / reviewers in the wild / expert
Yuming Ren
dblp:345/7623
· DBLP profile ↗
1ranked-venue papers
0as first author
1since 2021 · last 2025
—ORCID · none
Domains — the database's venue-derived domains; a paper can count in several
Software engineering, systems software and programming languages · 1 · 1 since 2021
Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.
| Software engineering, system software, and programming languages
1 paper |
Program synthesis and code generation · 87% Empirical software engineering · 13% | |
| Computer architecture, parallel and distributed computing, and storage systems
1 paper |
Embedded and real-time systems · 100% |
Topics — the 5 heaviest of 5, each with the papers that count most for it
| Topic | Weight | Papers | Last | Evidence papers |
|---|---|---|---|---|
Program synthesis and code generation
code generation with language models |
0.9 | 1 | 2025 | AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers · ASE 2025 |
Program synthesis and code generation › domain-specific code generation
PLC code generation |
0.9 | 1 | 2025 | AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers · ASE 2025 |
Embedded and real-time systems › cyber-physical system platforms
industrial automation |
0.9 | 1 | 2025 | AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers · ASE 2025 |
Embedded and real-time systems › industrial control systems
programmable logic controller programming |
0.9 | 1 | 2025 | AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers · ASE 2025 |
Empirical software engineering › developer studies › developer behavior
developer productivity |
0.3 | 1 | 2025 | AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic Controllers · ASE 2025 |
Methods — techniques the papers use, named apart from their topics
case retrieval · 1.7LLM-based reranking · 1.7API recommendation · 1.7stepwise planning · 0.9step-wise planning · 0.9
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2025 | AutoPLC: Generating Vendor-Aware Structured Text for Programmable Logic ControllersabstractAmong the programming languages for Programmable Logic Controllers (PLCs), Structured Text (ST) is widely adopted for industrial automation due to its expressiveness and flexibility. However, major vendors implement ST with proprietary extensions and hardware-specific libraries - Siemens’ SCL and CODESYS’ ST each differ in syntax and functionality. This fragmentation forces engineers to relearn implementation details across platforms, creating substantial productivity barriers. To address this challenge, we developed AutoPLC, a framework capable of automatically generating vendor-aware ST code directly from natural language requirements. Our solution begins by building two essential knowledge sources tailored to each vendor’s specifications: a structured API library containing platform-exclusive functions, and an annotated case database that captures real-world implementation experience. Building on these foundations, we created a four-stage generation process that combines step-wise planning (enhanced with a lightweight natural language state machine support for control logic), contextual case retrieval using LLM-based reranking, API recommendation guided by industrial data, and dynamic validation through direct interaction with vendor IDEs. Implemented for Siemens TIA Portal and the CODESYS platform, AutoPLC achieves 90%+ compilation success on our 914-task benchmark (covering general-purpose and process control functions), outperforming all selected baselines, at an average cost of only $0.13 per task. Experienced PLC engineers positively assessed the practical utility of the generated code, including cases that failed compilation. Donghao Yang, Aolang Wu, Li Zhang 0029, Xiaoli Lian, Fang Liu 0032, Yuming Ren, Jiaji Tian, Xiaoyin Che |
ASE | 7 |