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docs: update papers
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‎.claude/settings.local.json‎

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{
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"permissions": {
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"allow": [
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"mcp__exa__crawling_exa",
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"mcp__exa__web_search_exa",
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"mcp__exa__get_code_context_exa",
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"mcp__websearch__bailian_web_search",
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"WebFetch(domain:github.com)",
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"Bash(gh repo view QuantaAlpha/EvoControl --json name,description,readme,repositoryTopics)",
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"Bash(gh repo view GenSI-THUAIR/FLEX --json name,description,readme,repositoryTopics)",
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"Bash(gh repo view CharlesQ9/Alita --json name,description,readme,repositoryTopics)",
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"Bash(gh repo view MaximeRobeyns/self_improving_coding_agent --json name,description,readme,repositoryTopics)",
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"Bash(gh repo view huangd1999/AgentCoder --json name,description,readme,repositoryTopics)",
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"Bash(gh repo view EvoAgentX/EvoAgentX --json name,description,readme,repositoryTopics)",
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"Bash(gh repo view JARVIS-Xs/SE-Agent --json name,description,readme,repositoryTopics)",
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"Bash(gh repo view jennyzzt/dgm --json name,description,readme,repositoryTopics)",
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"WebSearch",
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"Bash(gh repo view JARVIS-Xs/SE-Agent --json name,description,stars,forks,topics)",
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"Bash(gh repo view MaximeRobeyns/self_improving_coding_agent --json name,description,stars,forks,topics)",
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"Bash(gh repo view huangd1999/AgentCoder --json name,description,stars,forks,topics)",
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"Bash(gh repo view jennyzzt/dgm --json name,description,stars,forks,topics)",
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]
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}
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}

‎README.md‎

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‎app/data/papers_evaluation_datasets.yaml‎

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- short_name: SWE-Shield
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title: Does Pass Rate Tell the Whole Story? Evaluating Design Constraint Compliance
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in LLM-based Issue Resolution
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authors: Kai Yu, Zhenhao Zhou, Junhao Zeng, Ying Wang, Xueying Du, Zhiqiang Yuan,
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Junwei Liu, Ziyu Zhou, Yujia Wang, Chong Wang, Xin Peng
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year: '2026'
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venue: arXiv preprint arXiv:2604.05955
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.05955
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- short_name: BeyondSWE
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title: 'BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?'
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authors: Guoxin Chen, Fanzhe Meng, Jiale Zhao, Minghao Li, Daixuan Cheng, Huatong

‎app/data/papers_multi_agent.yaml‎

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- short_name: AgentForge
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title: 'AgentForge: Execution-Grounded Multi-Agent LLM Framework for Autonomous
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Software Engineering'
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authors: Rajesh Kumar, Waqar Ali, Junaid Ahmed, Najma Imtiaz Ali, Shaban Usman
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year: '2026'
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venue: arXiv preprint arXiv:2604.13120
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.13120
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github: https://github.com/raja21068/AutoCodeAI
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- short_name: Agent-CoEvo
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title: 'Beyond Fixed Tests: Repository-Level Issue Resolution as Coevolution of
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Code and Behavioral Constraints'
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authors: Kefan Li, Yuan Yuan, Mengfei Wang, Shihao Zheng, Wei Wang, Ping Yang, Mu
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Li, Weifeng Lv
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year: '2026'
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venue: arXiv preprint arXiv:2604.04580
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.04580
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- short_name: SWE-Adept
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title: 'SWE-Adept: An LLM-Based Agentic Framework for Deep Codebase Analysis and
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Structured Issue Resolution'

‎app/data/papers_rl.yaml‎

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- short_name: SWE-AGILE
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title: 'SWE-AGILE: A Software Agent Framework for Efficiently Managing Dynamic Reasoning
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Context'
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authors: Shuquan Lian, Juncheng Liu, Yazhe Chen, Yuhong Chen, Hui Li
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year: '2026'
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venue: arXiv preprint arXiv:2604.11716
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.11716
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github: https://github.com/KDEGroup/SWE-AGILE
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huggingface: https://huggingface.co/KDEGroup
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- short_name: RTMC
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title: 'RTMC: Step-Level Credit Assignment via Rollout Trees'
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authors: Tao Wang, Suhang Zheng, Xiaoxiao Xu
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year: '2026'
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venue: arXiv preprint arXiv:2604.11037
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.11037
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- short_name: SWE-Fuse
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title: 'SWE-Fuse: Empowering Software Agents via Issue-free Trajectory Learning
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and Entropy-aware RLVR Training'

‎app/data/papers_sft.yaml‎

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- short_name: SWE-AGILE
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title: 'SWE-AGILE: A Software Agent Framework for Efficiently Managing Dynamic Reasoning
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Context'
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authors: Shuquan Lian, Juncheng Liu, Yazhe Chen, Yuhong Chen, Hui Li
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year: '2026'
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venue: arXiv preprint arXiv:2604.11716
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.11716
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github: https://github.com/KDEGroup/SWE-AGILE
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huggingface: https://huggingface.co/KDEGroup
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- short_name: From SWE-ZERO to SWE-HERO
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title: 'From SWE-ZERO to SWE-HERO: Execution-free to Execution-based Fine-tuning
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for Software Engineering Agents'
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authors: Nikolai Ludwig, Wasi Uddin Ahmad, Somshubra Majumdar, Boris Ginsburg
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year: '2026'
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venue: arXiv preprint arXiv:2604.01496
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.01496
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huggingface: https://huggingface.co/datasets/nvidia/SWE-Zero2Hero
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website: https://wasiahmad.github.io/publications/59_swezero2hero/
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- short_name: OpenSWE
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title: 'daVinci-Env: Open SWE Environment Synthesis at Scale'
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authors: Dayuan Fu, Shenyu Wu, Yunze Wu, Zerui Peng, Yaxing Huang, Jie Sun, Ji Zeng,

‎app/data/papers_single_agent.yaml‎

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- short_name: REAgent
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title: 'REAgent: Requirement-Driven LLM Agents for Software Issue Resolution'
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authors: Shiqi Kuang, Zhao Tian, Kaiwei Lin, Chaofan Tao, Shaowei Wang, Haoli Bai,
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Lifeng Shang, Junjie Chen
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year: '2026'
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venue: arXiv preprint arXiv:2604.06861
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.06861
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- short_name: Confucius Code Agent
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title: 'Confucius Code Agent: Scalable Agent Scaffolding for Real-World Codebases'
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authors: Sherman Wong, Zhenting Qi, Zhaodong Wang, Nathan Hu, Samuel Lin, Jun Ge,

‎app/data/papers_tool.yaml‎

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- short_name: AgentForge
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title: 'AgentForge: Execution-Grounded Multi-Agent LLM Framework for Autonomous
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Software Engineering'
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authors: Rajesh Kumar, Waqar Ali, Junaid Ahmed, Najma Imtiaz Ali, Shaban Usman
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year: '2026'
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venue: arXiv preprint arXiv:2604.13120
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.13120
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github: https://github.com/raja21068/AutoCodeAI
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- short_name: GALA
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title: 'GALA: Multimodal Graph Alignment for Bug Localization in Automated Program
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Repair'
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authors: Zhuoyao Liu, Zhengran Zeng, Shu-Dong Huang, Yang Liu, Shikun Zhang, Wei
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Ye
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year: '2026'
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venue: arXiv preprint arXiv:2604.08089
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.08089
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- short_name: SWE-Adept
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title: 'SWE-Adept: An LLM-Based Agentic Framework for Deep Codebase Analysis and
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Structured Issue Resolution'

‎app/data/papers_training_datasets.yaml‎

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- short_name: From SWE-ZERO to SWE-HERO
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title: 'From SWE-ZERO to SWE-HERO: Execution-free to Execution-based Fine-tuning
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for Software Engineering Agents'
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authors: Nikolai Ludwig, Wasi Uddin Ahmad, Somshubra Majumdar, Boris Ginsburg
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year: '2026'
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venue: arXiv preprint arXiv:2604.01496
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month: 2026-04
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links:
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arxiv: https://arxiv.org/abs/2604.01496
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huggingface: https://huggingface.co/datasets/nvidia/SWE-Zero2Hero
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website: https://wasiahmad.github.io/publications/59_swezero2hero/
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- short_name: OpenSWE
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title: 'daVinci-Env: Open SWE Environment Synthesis at Scale'
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authors: Dayuan Fu, Shenyu Wu, Yunze Wu, Zerui Peng, Yaxing Huang, Jie Sun, Ji Zeng,

‎app/docs/admin/data.json‎

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{
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"generated": "2026-04-01",
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"generated": "2026-04-22",
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"stats": {
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"total": 209,
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"data": 57,
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"methods": 131,
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"total": 217,
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"data": 59,
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"methods": 138,
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"analysis": 23
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},
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"papers": [
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{
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"id": 219,
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"short_name": "Agent-CoEvo",
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"title": "Beyond Fixed Tests: Repository-Level Issue Resolution as Coevolution of Code and Behavioral Constraints",
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"authors": "Kefan Li, Yuan Yuan, Mengfei Wang, Shihao Zheng, Wei Wang, Ping Yang, Mu Li, Weifeng Lv",
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"venue": "arXiv preprint arXiv:2604.04580",
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"month": "2026-04",
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"category": "multi_agent",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.04580"
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}
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},
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{
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"id": 218,
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"short_name": "GALA",
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"title": "GALA: Multimodal Graph Alignment for Bug Localization in Automated Program Repair",
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"authors": "Zhuoyao Liu, Zhengran Zeng, Shu-Dong Huang, Yang Liu, Shikun Zhang, Wei Ye",
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"venue": "arXiv preprint arXiv:2604.08089",
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"month": "2026-04",
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"category": "tool",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.08089"
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}
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},
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{
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"id": 217,
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"short_name": "RTMC",
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"title": "RTMC: Step-Level Credit Assignment via Rollout Trees",
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"authors": "Tao Wang, Suhang Zheng, Xiaoxiao Xu",
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"venue": "arXiv preprint arXiv:2604.11037",
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"month": "2026-04",
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"category": "rl",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.11037"
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}
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},
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{
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"id": 216,
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"short_name": "SWE-Shield",
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"title": "Does Pass Rate Tell the Whole Story? Evaluating Design Constraint Compliance in LLM-based Issue Resolution",
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"authors": "Kai Yu, Zhenhao Zhou, Junhao Zeng, Ying Wang, Xueying Du, Zhiqiang Yuan, Junwei Liu, Ziyu Zhou, Yujia Wang, Chong Wang, Xin Peng",
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"venue": "arXiv preprint arXiv:2604.05955",
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"month": "2026-04",
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"category": "evaluation_datasets",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.05955"
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}
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},
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{
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"id": 215,
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"short_name": "From SWE-ZERO to SWE-HERO",
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"title": "From SWE-ZERO to SWE-HERO: Execution-free to Execution-based Fine-tuning for Software Engineering Agents",
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"authors": "Nikolai Ludwig, Wasi Uddin Ahmad, Somshubra Majumdar, Boris Ginsburg",
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"venue": "arXiv preprint arXiv:2604.01496",
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"month": "2026-04",
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"category": "sft,training_datasets",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.01496",
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"huggingface": "https://huggingface.co/datasets/nvidia/SWE-Zero2Hero",
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"website": "https://wasiahmad.github.io/publications/59_swezero2hero/"
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}
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},
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{
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"id": 214,
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"short_name": "AgentForge",
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"title": "AgentForge: Execution-Grounded Multi-Agent LLM Framework for Autonomous Software Engineering",
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"authors": "Rajesh Kumar, Waqar Ali, Junaid Ahmed, Najma Imtiaz Ali, Shaban Usman",
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"venue": "arXiv preprint arXiv:2604.13120",
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"month": "2026-04",
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"category": "tool,multi_agent",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.13120",
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"github": "https://github.com/raja21068/AutoCodeAI"
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}
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},
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{
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"id": 213,
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"short_name": "SWE-AGILE",
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"title": "SWE-AGILE: A Software Agent Framework for Efficiently Managing Dynamic Reasoning Context",
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"authors": "Shuquan Lian, Juncheng Liu, Yazhe Chen, Yuhong Chen, Hui Li",
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"venue": "arXiv preprint arXiv:2604.11716",
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"month": "2026-04",
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"category": "sft,rl",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.11716",
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"github": "https://github.com/KDEGroup/SWE-AGILE",
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"huggingface": "https://huggingface.co/KDEGroup"
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}
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},
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{
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"id": 212,
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"short_name": "REAgent",
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"title": "REAgent: Requirement-Driven LLM Agents for Software Issue Resolution",
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"authors": "Shiqi Kuang, Zhao Tian, Kaiwei Lin, Chaofan Tao, Shaowei Wang, Haoli Bai, Lifeng Shang, Junjie Chen",
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"venue": "arXiv preprint arXiv:2604.06861",
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"month": "2026-04",
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"category": "single_agent",
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"links": {
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"arxiv": "https://arxiv.org/abs/2604.06861"
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}
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},
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{
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"id": 210,
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"short_name": "RepoLaunch",

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