Agentic Optimization

Momentum

18 papers in the last four weeks, up 200% on the four weeks before. 0.2% of all new papers.

Jul 13Week of Sep 28

Latest papers 93

All topics
CardsList
  1. TestGRAD: Evolving Test Suites via Failure Pattern Momentum for SWE-Agent Ensemble

    Oct 7, 2026Pengfei He, Jiayuan Zhou, Shaowei Wang +1Test GenerationSwe-Bench Verified

  2. CANDO: Cooperative Agentic Network for Layout Design Optimization

    Oct 7, 2026Athanasios Masouris, Zheng Jing, Benjamin Sam Chandler +1LayoutsCo-Design

  3. Fusion is the New Mutation: Bandit-Guided Evolution on Workflow Graphs

    Oct 4, 2026Zhiwei Shang, Jiahang Sun, Mingrong Gong +9Agentic Optimization

  4. Federated Agent Optimization

    Oct 1, 2026Qiang Yang, Zhiqiang Kou, Xueyi Zhang +6Federated LearningAgentic Optimization

  5. ActiveSaddler: Automated Curriculum Learning for Agent Harness Optimization

    Oct 1, 2026Sungho Park, Wonjoong Kim, Jue Zhang +8Agentic OptimizationAdaptive Curriculum

  6. Turbo Harness: Instance-Adaptive Harness Optimization

    Sep 30, 2026Tunyu Zhang, Hao Wang, Kai Xu +1Agentic Optimization

  7. AIM: Agentic Idea Management for Automated Research

    Sep 29, 2026Hyeong Kyu Choi, Bhavana Dalvi Mishra, Jiefeng Chen +7Research AutomationArtificial Intelligence Search

  8. MoFlow: Multi-Objective Agentic Workflow Generation

    Sep 29, 2026Yining Lu, Aurelie Lozano, Xi Yang +3Agentic WorkflowsAgentic Workflow Design

  9. Retrieval-Augmented Skill Optimization via Cross-Harness Adaptation

    Sep 29, 2026Jaewon Chu, Ji Soo Lee, Jihwan Park +8SkillsAgentic Optimization

  10. Hyper Algorithm Design Agent: Evolving Learnable Optimizer from Zero

    Sep 28, 2026Zipei Yu, Yue-Jiao Gong, Zeyuan Ma +2Agentic OptimizationBlack-Box Optimization

  11. PEAR: Progressive Evidence-Based AutoResearch for Industrial Search Systems

    Sep 28, 2026Yifan Wang, Shipeng Zhu, Fei Xiong +6Research AutomationAgentic Optimization

  12. Agentic High-Dimensional Bayesian Optimization with Hypothesis- and Evidence-Guided Search

    Sep 28, 2026Zhixuan Gao, Ke Xue, Rongxi Tan +2Bayesian OptimizationAgentic Optimization

  13. PrimeScientist: Strategic Allocation of Research Effort in Autonomous Research

    Sep 15, 2026Xinle Yu, Fan Bai, Kaiser Sun +5Artificial Intelligence ResearchScientific Agents

  14. MedVA: An End-to-End Neuro-Symbolic Agentic System for Medical Volume Visualization

    Sep 14, 2026Haill An, Suhyeon Kim, Minjun Kang +4Medical Visual Question AnsweringVisual Analytics

  15. MAPLE: Memory-Augmented Planning with Language and Evolution

    Sep 12, 2026Kesheng Chen, Yamin Hu, Wenjian LuoAgentic OptimizationPlanning

  16. RobustSGPO: Search-Space Control for Agent Harness Evolution

    Sep 10, 2026Zibo Zhao, Jijun Shi, Mo Zhou +9Agentic OptimizationAgent Harness

  17. La Agente 'Optima: Towards Agentic Self-Driving Laboratories

    Sep 7, 2026Marcel Müller, Jiaru Bai, Willi Gottstein +14Agentic OptimizationLaboratory

  18. Belief-Calibrated Optimization: An Explicit World Model for Agentic Optimization

    Sep 1, 2026Yuhan Chen, Zhihua Tian, Mahavir Dabas +7Agentic OptimizationWorld Models

  19. Bandits in Prod: Hyperparameter Optimization at Inference Time

    Sep 1, 2026Louis Abraham, Tuan-Anh Nguyen, Nicolas DevatineGeneral Grid Search FrameworkAgentic Optimization

  20. WHALE: A Simple Recipe for Joint Harness-Weight Optimization

    Aug 31, 2026Haechan Kim, Yoonho Lee, Gisang Lee +2Agent HarnessAgentic Optimization

  21. Beyond Trial-and-Error: Agentic Optimization for Image-to-Video Adherence

    Aug 12, 2026Aman Tyagi, Hemanth Boinpally, Jonathan Chen +2Generative Video ModelsPrior Prompt Optimization Techniques

  22. MEGA: Self-Evolving Agent Optimization Infrastructure via Wisdom Graph

    Aug 11, 2026Jung Hwan Lee, Kyu Ho Lee, Gwang Hoon YooAgentic OptimizationSelf-Evolution

  23. The Optimizer Is the Agent: Reasoning-Driven Search across Prompts, Programs, and ML Workflows

    Aug 7, 2026Junbo Li, Boyi Liu, Canwen Xu +5Agentic OptimizationPrompt Engineering

  24. RA-CAD: Learning Post-Execution Critique for State-Aware Text-to-CAD Generation

    Aug 6, 2026Shuhao Yan, Changhao He, Peng Hu +1Image-To-Cad GenerationCode Generation

  25. A/B Agent: A Self-Evolving Agent for Strategy Iteration in Industrial A/B Testing

    Aug 5, 2026Zhuohang Jiang, Yuxin Chen, Yongsen Pan +6Agentic OptimizationSelf-Evolving Agents

  26. ADIAS: Automated Design of Interactive Agentic Systems

    Aug 3, 2026Lekang Jiang, Bohan Tang, Stephan Goetz +1Agentic OptimizationProduction Agentic Systems

  27. Agentic Bayesian Optimization through Surrogate-Augmented Autoresearch

    Jul 31, 2026Paul Brunzema, Louis Tiao, Nhat Le +3Bayesian OptimizationAgentic Optimization

  28. AgentHPOBench: A Benchmark For Evaluating LLM Agents as Sequential Hyperparameter Optimizers

    Jul 31, 2026Tianyu Huai, Tingshuo Fan, Xinchi Chen +5Agentic BenchmarksAgentic Optimization

  29. Argonaut: Interactive Visual Exploration for Distributed Optimization

    Jul 30, 2026Srijoni Majumdar, Chuhao Qin, Evangelos PournarasAgentic OptimizationDecentralized Optimization

  30. ODYSSE: Episode-wise Policy Optimization for Personalized Agentic Reasoning

    Jul 28, 2026Jiaqi Zhang, Tong Chen, Junliang Yu +2Agentic ReasoningAgentic Optimization

  31. Agent-UCT: Upper Confidence Bounds Applied to Trees for Agentic Workflow Optimization with Cost-Awareness

    Jul 27, 2026Yang Li, Hai Liu, Dian Shao +8Agentic WorkflowsAgentic Optimization

  32. PerfAgent: Profiler-Guided Iterative Refinement for Repository-Level Code Optimization

    Jul 22, 2026Ryan Deng, Yuanzhe Liu, Bastian Lipka +4Code OptimizationRepository-Level Code Understanding

  33. AIGB-R1: Self-Evolving Generative Auto-Bidding via Hierarchical Planner-Executor Optimization

    Jul 19, 2026Yuejia Dou, Hesong Wang, Xinyu Zhang +6Agentic OptimizationLarge Language Model Planning

  34. A Multi-Agent Framework for Zero-Dimensional Reduced-Order Model Planning

    Jul 13, 2026Bingteng Sun, Hao Yin, Yiling Chen +9Classical PlanningReduced-Order Models

  35. From Noisy Traces to Root Causes: Structural Trajectory Analysis and Causal Extraction for Agent Optimization

    Jul 8, 2026Ying Chang, Jiahang Xu, Xuan Feng +3Agentic OptimizationTraces

  36. AgenticPD: A Stage-Aware Agentic Framework for Physical Design QoR Optimization

    Jul 6, 2026Shuo Ren, Zijin Cheng, Yaohui Han +7Agentic OptimizationElectronic Design Automation

  37. SwarmResearch: Orchestrating Coding Agents for Open-Ended Discovery

    Jul 2, 2026Yuvraj Virk, Zack Edds, Chunqiu Steven Xia +1Agentic OptimizationCoding Agents

  38. Understanding Agent-Based Patching of Compiler Missed Optimizations

    Jul 2, 2026Batu Guan, Zirui Wang, Shaohua LiCode OptimizationAgentic Optimization

  39. Metric Aggregation Divergence: A Hidden Validity Threat in Agent-Based Policy Optimization and a Contractual Remedy

    Jun 27, 2026Ruiyu Zhang, Lin Nie, Xin ZhaoAgent-Based ModelAgentic Optimization

  40. MMAO: A Metabolic Multi-Agent Optimizer with Endogenous Resource Allocation for Continuous and Discrete Optimization

    Jun 26, 2026Jinliang Xu, Liping MaMetaheuristicsAgentic Optimization

  41. EGG: An Expert-Guided Agent Framework for Kernel Generation

    Jun 25, 2026Yaochen Han, Ke Fan, Hongxu Jiang +5Graphics Processing Unit KernelsAgentic Optimization

  42. ASAP: Agent-System Co-Design for Wall-Clock-Centered Auto HPO Research for ML Experiments

    Jun 23, 2026Taicheng Guo, Haomin Zhuang, Kehan Guo +4General Grid Search FrameworkAgentic Optimization

  43. Agentic AI for Bilevel Long-Term Optimization of Policy-Driven Physical Layer Systems

    Jun 23, 2026Bingnan Xiao, Chenhao Yang, Wei Ni +2Agentic OptimizationBilevel Optimization

  44. AgentDSE: Reasoning-Augmented Architectural Design Space Exploration

    Jun 20, 2026Chenyu Wang, Jiahe Caroline Shi, David Kong +4Automated Heuristic DesignNeural Architecture Search

  45. ORAgentBench: Can LLM Agents Solve Challenging Operations Research Tasks End to End?

    Jun 18, 2026Jiajun Li, Mingshu Cai, Yixuan Li +5Operations ResearchMulti-Agent Orchestration

  46. SAGE: Stochastic Prompt Optimization via Agent-Guided Exploration

    Jun 17, 2026Ziyi Zhu, Luka Smyth, Saki Shinoda +1Agentic OptimizationPrompt Optimization

  47. Environment-Grounded Automated Prompt Optimization for LLM Game Agents

    Jun 16, 2026Rean Clive Fernandes, Lukas Fehring, Theresa Eimer +2Automatic Prompt OptimizationAgentic Optimization

  48. Exploratory Responsiveness and Adaptive Rigidity under AI-Assisted Optimization

    Jun 8, 2026Balaraju BattuAgentic OptimizationOptimization Modeling

  49. "Skill Issues'': Data-Centric Optimization of Lakehouse Agents

    May 31, 2026Nicole Rose Schneider, Davide Ghilardi, Giacomo Piccinini +1Data Science AgentsAgentic Optimization

  50. Battery-Sim-Agent: Leveraging LLM-Agent for Inverse Battery Parameter Estimation

    May 28, 2026Jiawei Chen, Xiaofan Gui, Shikai Fang +4Lithium-Ion BatteriesAgentic Optimization

  51. OR-Space: A Full-Lifecycle Workspace Benchmark for Industrial Optimization Agents

    May 27, 2026Chenyu Zhou, Xinyun Lu, Jiangyue Zhao +3Large Language Model WorkflowsAgentic Optimization