Add 7 new papers from April 2026

Papers added:
- REAgent (2604.06861) - single_agent: Requirement-Driven LLM Agents for Software Issue Resolution
- SWE-AGILE (2604.11716) - single_agent: Dynamic Reasoning Context Management
- AgentForge (2604.13120) - multi_agent: Execution-Grounded Multi-Agent Framework
- CODESTRUCT (2604.05407) - workflow: Code Agents over Structured Action Spaces (ACL 2026)
- SWE-ZERO to SWE-HERO (2604.01496) - sft: Execution-free to Execution-based Fine-tuning
- PassRateConstraint (2604.05955) - methods_analysis: Design Constraint Compliance Evaluation
- RTMC (2604.11037) - rl: Step-Level Credit Assignment via Rollout Trees

Author: OpenClaw Agent

app/data/papers_methods_analysis.yaml

@@ -1,3 +1,13 @@
+- short_name: PassRateConstraint
+  title: 'Does Pass Rate Tell the Whole Story? Evaluating Design Constraint Compliance
+    in LLM-based Issue Resolution'
+  authors: Kai Yu, Zhenhao Zhou, Junhao Zeng, Ying Wang, Xueying Du, Zhiqiang Yuan,
+    Junwei Liu, Ziyu Zhou, Yujia Wang, Chong Wang, Xin Peng
+  year: '2026'
+  venue: arXiv preprint arXiv:2604.05955
+  month: 2026-04
+  links:
+    arxiv: https://arxiv.org/abs/2604.05955
 - short_name: ContextBench
   title: 'ContextBench: A Benchmark for Context Retrieval in Coding Agents'
   authors: Han Li, Letian Zhu, Bohan Zhang, Rili Feng, Jiaming Wang, Yue Pan, Earl

app/data/papers_multi_agent.yaml

@@ -1,3 +1,12 @@
+- short_name: AgentForge
+  title: 'AgentForge: Execution-Grounded Multi-Agent LLM Framework for Autonomous
+    Software Engineering'
+  authors: Rajesh Kumar, Waqar Ali, Junaid Ahmed, Najma Imtiaz Ali, Shaban Usman
+  year: '2026'
+  venue: arXiv preprint arXiv:2604.13120
+  month: 2026-04
+  links:
+    arxiv: https://arxiv.org/abs/2604.13120
 - short_name: SWE-Adept
   title: 'SWE-Adept: An LLM-Based Agentic Framework for Deep Codebase Analysis and
     Structured Issue Resolution'

app/data/papers_rl.yaml

@@ -1,3 +1,11 @@
+- short_name: RTMC
+  title: 'RTMC: Step-Level Credit Assignment via Rollout Trees'
+  authors: Tao Wang, Suhang Zheng, Xiaoxiao Xu
+  year: '2026'
+  venue: arXiv preprint arXiv:2604.11037
+  month: 2026-04
+  links:
+    arxiv: https://arxiv.org/abs/2604.11037
 - short_name: SWE-Fuse
   title: 'SWE-Fuse: Empowering Software Agents via Issue-free Trajectory Learning
     and Entropy-aware RLVR Training'

app/data/papers_sft.yaml

@@ -1,3 +1,12 @@
+- short_name: SWE-ZERO to SWE-HERO
+  title: 'From SWE-ZERO to SWE-HERO: Execution-free to Execution-based Fine-tuning
+    for Software Engineering Agents'
+  authors: Nikolai Ludwig, Wasi Uddin Ahmad, Somshubra Majumdar, Boris Ginsburg
+  year: '2026'
+  venue: arXiv preprint arXiv:2604.01496
+  month: 2026-04
+  links:
+    arxiv: https://arxiv.org/abs/2604.01496
 - short_name: OpenSWE
   title: 'daVinci-Env: Open SWE Environment Synthesis at Scale'
   authors: Dayuan Fu, Shenyu Wu, Yunze Wu, Zerui Peng, Yaxing Huang, Jie Sun, Ji Zeng,

app/data/papers_single_agent.yaml

@@ -1,3 +1,21 @@
+- short_name: REAgent
+  title: 'REAgent: Requirement-Driven LLM Agents for Software Issue Resolution'
+  authors: Shiqi Kuang, Zhao Tian, Kaiwei Lin, Chaofan Tao, Shaowei Wang, Haoli Bai,
+    Lifeng Shang, Junjie Chen
+  year: '2026'
+  venue: arXiv preprint arXiv:2604.06861
+  month: 2026-04
+  links:
+    arxiv: https://arxiv.org/abs/2604.06861
+- short_name: SWE-AGILE
+  title: 'SWE-AGILE: A Software Agent Framework for Efficiently Managing Dynamic
+    Reasoning Context'
+  authors: Shuquan Lian, Juncheng Liu, Yazhe Chen, Yuhong Chen, Hui Li
+  year: '2026'
+  venue: arXiv preprint arXiv:2604.11716
+  month: 2026-04
+  links:
+    arxiv: https://arxiv.org/abs/2604.11716
 - short_name: Confucius Code Agent
   title: 'Confucius Code Agent: Scalable Agent Scaffolding for Real-World Codebases'
   authors: Sherman Wong, Zhenting Qi, Zhaodong Wang, Nathan Hu, Samuel Lin, Jun Ge,

app/data/papers_workflow.yaml

@@ -1,3 +1,13 @@
+- short_name: CODESTRUCT
+  title: 'CODESTRUCT: Code Agents over Structured Action Spaces'
+  authors: Myeongsoo Kim, Joe Hsu, Dingmin Wang, Shweta Garg, Varun Kumar, Murali
+    Krishna Ramanathan
+  year: '2026'
+  venue: Proceedings of the 64th Annual Meeting of the Association for Computational
+    Linguistics (ACL 2026)
+  month: 2026-04
+  links:
+    arxiv: https://arxiv.org/abs/2604.05407
 - short_name: SynFix
   title: 'SynFix: Dependency-Aware Program Repair via RelationGraph Analysis'
   authors: Tang, Xunzhu, Gao, Jiechao, Xu, Jin, Sun, Tiezhu, Song, Yewei, Ezzini,