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official sourceSoftware Engineering Empirical Research Radar
SEER Radar
A living academic map of software engineering research, with an emphasis on testing, debugging, programming, recent venue trends, topic signals, datasets, scholars, and paper trails.
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official sourceVenue Coverage
Venues: ASE: 1258, FSE: 832, ICSE: 1030, ICSE-SEIP: 1, ICST: 1, ISSTA: 549, TOSEM: 1, arXiv: 2
Years: 2021: 551, 2022: 685, 2023: 763, 2024: 794, 2025: 876, 2026: 5
Venue Cards
Year Cards
Topic Cards
Library Cards
Study Notes
Quiet catch-up notes for AI-native software engineering and program repair. These are reading guides and experiment checklists, not the main front page of the radar.
Research Focus
Test generation, prioritization, selection, flaky tests, regression testing, and CI testing.
Fault localization, failure diagnosis, repair signals, logs, spectra, and change-aware triage.
Program analysis, developer tools, code intelligence, maintenance, and AI-assisted workflows.
Benchmarks, datasets, metrics, venues, scholars, and reproducible reading trails.
Top Topic Families
| Topic | Papers | Venue Breakdown |
|---|---|---|
| Other | 1070 | ASE: 366, FSE: 264, ICSE: 307, ISSTA: 133 |
| Testing / QA | 862 | ASE: 295, FSE: 139, ICSE: 219, ICST: 1, ISSTA: 208 |
| AI / LLM for SE | 578 | ASE: 202, FSE: 114, ICSE: 177, ICSE-SEIP: 1, ICST: 1, ISSTA: 80, TOSEM: 1, arXiv: 2 |
| Human / Empirical / Socio-technical | 391 | ASE: 100, FSE: 107, ICSE: 143, ISSTA: 41 |
| Debugging / Fault Localization / Diagnosis / Repair | 348 | ASE: 112, FSE: 76, ICSE: 102, ICSE-SEIP: 1, ICST: 1, ISSTA: 53, TOSEM: 1, arXiv: 2 |
| Mobile / Web / GUI / Android | 304 | ASE: 116, FSE: 54, ICSE: 82, ISSTA: 52 |
| Program Analysis / Verification / Formal Methods | 296 | ASE: 106, FSE: 61, ICSE: 78, ISSTA: 50, arXiv: 1 |
| Security / Privacy / Vulnerability | 209 | ASE: 73, FSE: 43, ICSE: 54, ISSTA: 39 |
| DevOps / CI / Build / Release | 198 | ASE: 70, FSE: 51, ICSE: 54, ISSTA: 23 |
| Maintenance / Evolution / Refactoring / Review | 190 | ASE: 60, FSE: 57, ICSE: 48, ISSTA: 25 |
Hot-Term Map
Recent Paper Index
This public preview lists metadata only. PDFs and local notes are tracked privately; when public links are later shown, each source will be attributed.
| Paper | Venue | Topics |
|---|---|---|
| Measure Twice, Locate Once: Mitigating Hallucinations in LLM-based Agents for Repository-Scale Fault Localization Feiyue Chen, Guowei Yang, Cheryl Lee, Zhanming Jie | TOSEM 2026 | Debugging / Fault Localization / Diagnosis / Repair; AI / LLM for SE; Software Agents |
| LLM Agents Can See Code Repositories Dongjian Ma, Silin Chen, Yufei Yang, Yulin Shi | arXiv 2026 | Debugging / Fault Localization / Diagnosis / Repair; AI / LLM for SE; Program Comprehension |
| Assessing the Impact of Code Changes on the Fault Localizability of Large Language Models Sabaat Haroon, Ahmand Faraz Khan, Ahmad Humayun, Waris Gill | ICST 2026 | Debugging / Fault Localization / Diagnosis / Repair; AI / LLM for SE; Testing / QA |
| ARISE: A Repository-level Graph Representation and Toolset for Agentic Fault Localization and Program Repair Shahd Seddik, Fatemeh Fard | arXiv 2026 | Debugging / Fault Localization / Diagnosis / Repair; Program Analysis / Verification / Formal Methods; AI / LLM for SE |
| Finding the Needle in the Crash Stack: Industrial-Scale Crash Root Cause Localization with AutoCrashFL Sungmin Kang, Sumi Yun, Jingun Hong, Shin Yoo | ICSE-SEIP 2026 | Debugging / Fault Localization / Diagnosis / Repair; AI / LLM for SE; Industrial Software Engineering |
| Playing Planning Poker in Crowds: Human Computation of Software Effort Estimates. Mohammed Alhamed, Tim Storer | ICSE 2021 | Human / Empirical / Socio-technical |
| JEST: N+1 -version Differential Testing of Both JavaScript Engines and Specification. Jihyeok Park, Seungmin An, Dongjun Youn, Gyeongwon Kim | ICSE 2021 | Testing / QA; Program Analysis / Verification / Formal Methods |
| Unrealizable Cores for Reactive Systems Specifications. Shahar Maoz, Rafi Shalom | ICSE 2021 | Other |
| Verifying Determinism in Sequential Programs. Rashmi Mudduluru, Jason Waataja, Suzanne Millstein, Michael D. Ernst | ICSE 2021 | Other |
| Domain-Specific Fixes for Flaky Tests with Wrong Assumptions on Underdetermined Specifications. Peilun Zhang, Yanjie Jiang, Anjiang Wei, Victoria Stodden | ICSE 2021 | Testing / QA; Debugging / Fault Localization / Diagnosis / Repair; DevOps / CI / Build / Release |
| Studying Test Annotation Maintenance in the Wild. Dong Jae Kim, Nikolaos Tsantalis, Tse-Hsun Peter Chen, Jinqiu Yang 0001 | ICSE 2021 | Testing / QA; Maintenance / Evolution / Refactoring / Review |
| Semantic Patches for Adaptation of JavaScript Programs to Evolving Libraries. Benjamin Barslev Nielsen, Martin Toldam Torp, Anders Møller | ICSE 2021 | Maintenance / Evolution / Refactoring / Review |
| DepOwl: Detecting Dependency Bugs to Prevent Compatibility Failures. Zhouyang Jia, Shanshan Li 0001, Tingting Yu 0001, Chen Zeng | ICSE 2021 | Debugging / Fault Localization / Diagnosis / Repair |
| HERO: On the Chaos When PATH Meets Modules. Ying Wang 0038, Liang Qiao 0002, Chang Xu 0001, Yepang Liu 0001 | ICSE 2021 | Other |
| SOAR: A Synthesis Approach for Data Science API Refactoring. Ansong Ni, Daniel Ramos, Aidan Z. H. Yang, Inês Lynce | ICSE 2021 | Maintenance / Evolution / Refactoring / Review |
| Are Machine Learning Cloud APIs Used Correctly? Chengcheng Wan 0001, Shicheng Liu, Henry Hoffmann, Michael Maire | ICSE 2021 | AI / LLM for SE; Cloud / Microservices / Distributed Systems |
Benchmark and Dataset Signals
| Term | Mentions in Titles |
|---|---|
| ci | 593 |
| android | 129 |
| java | 76 |
| python | 64 |
| benchmark | 49 |
| fault localization | 39 |
| github | 32 |
| dataset | 31 |
| javascript | 22 |
| flaky | 19 |
Scholar Signals
| Scholar | Papers in Snapshot | Venue Breakdown |
|---|---|---|
| Yang Liu 0003 | 75 | ASE: 33, ICSE: 27, ISSTA: 9, FSE: 6 |
| Xin Xia 0001 | 68 | ICSE: 27, ASE: 21, FSE: 16, ISSTA: 4 |
| David Lo 0001 | 67 | ICSE: 24, ASE: 21, FSE: 16, ISSTA: 6 |
| Hongyu Zhang 0002 | 58 | ICSE: 29, FSE: 12, ASE: 11, ISSTA: 6 |
| Xin Peng 0001 | 44 | ASE: 14, ICSE: 11, FSE: 11, ISSTA: 8 |
| Junjie Chen 0003 | 43 | ASE: 14, ICSE: 13, FSE: 8, ISSTA: 8 |
| Michael R. Lyu | 42 | ICSE: 17, ASE: 17, ISSTA: 5, FSE: 3 |
| Xiapu Luo | 41 | ICSE: 13, ISSTA: 13, ASE: 9, FSE: 6 |
| Zibin Zheng | 41 | ICSE: 14, ASE: 13, ISSTA: 13, FSE: 1 |
| Haoyu Wang 0001 | 38 | ASE: 19, ICSE: 9, ISSTA: 8, FSE: 2 |
| Xing Hu 0008 | 33 | ICSE: 15, ASE: 12, ISSTA: 4, FSE: 2 |
| Yu Jiang 0001 | 33 | ICSE: 10, ASE: 10, ISSTA: 8, FSE: 5 |