{"total":125,"rows":[{"id":"2410.10934","title":"Agent-as-a-Judge: Evaluate Agents with Agents","created":"2024-10-14","cited_by_count":238,"area":"agents"},{"id":"2502.04180","title":"Multi-agent Architecture Search via Agentic Supernet","created":"2025-02-06","cited_by_count":179,"area":"agents"},{"id":"2403.17927","title":"MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolution","created":"2024-03-26","cited_by_count":134,"area":"agents"},{"id":"2502.14499","title":"MLGym: A New Framework and Benchmark for Advancing AI Research Agents","created":"2025-02-20","cited_by_count":124,"area":"agents"},{"id":"2506.07398","title":"G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems","created":"2025-06-09","cited_by_count":122,"area":"agents"},{"id":"2509.03312","title":"AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems?","created":"2025-09-03","cited_by_count":116,"area":"agents"},{"id":"2407.01603","title":"A Review of Large Language Models and Autonomous Agents in Chemistry","created":"2024-06-26","cited_by_count":99,"area":"agents"},{"id":"2410.02958","title":"AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML","created":"2024-10-03","cited_by_count":87,"area":"agents"},{"id":"2408.09667","title":"BLADE: Benchmarking Language Model Agents for Data-Driven Science","created":"2024-08-19","cited_by_count":77,"area":"agents"},{"id":"2506.15692","title":"MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement","created":"2025-05-27","cited_by_count":58,"area":"agents"},{"id":"2502.13897","title":"DataSciBench: An LLM Agent Benchmark for Data Science","created":"2025-02-19","cited_by_count":57,"area":"agents"},{"id":"2502.04306","title":"ScoreFlow: Mastering LLM Agent Workflows via Score-based Preference Optimization","created":"2025-02-06","cited_by_count":56,"area":"agents"},{"id":"2502.07373","title":"EvoFlow: Evolving Diverse Agentic Workflows On The Fly","created":"2025-02-11","cited_by_count":55,"area":"agents"},{"id":"2601.11893","title":"Taming Various Privilege Escalation in LLM-Based Agent Systems: A Mandatory Access Control Framework","created":"2026-01-17","cited_by_count":54,"area":"agents"},{"id":"2409.07440","title":"SUPER: Evaluating Agents on Setting Up and Executing Tasks from Research Repositories","created":"2024-09-11","cited_by_count":52,"area":"agents"},{"id":"2510.16872","title":"DeepAnalyze: Agentic Large Language Models for Autonomous Data Science","created":"2025-10-19","cited_by_count":50,"area":"agents"},{"id":"2507.21206","title":"Agentic Web: Weaving the Next Web with AI Agents","created":"2025-07-28","cited_by_count":45,"area":"agents"},{"id":"2505.07782","title":"MLE-Dojo: Interactive Environments for Empowering LLM Agents in Machine Learning Engineering","created":"2025-05-12","cited_by_count":41,"area":"agents"},{"id":"2405.19425","title":"Adaptive In-conversation Team Building for Language Model Agents","created":"2024-05-29","cited_by_count":39,"area":"agents"},{"id":"2502.16069","title":"Curie: Toward Rigorous and Automated Scientific Experimentation with AI Agents","created":"2025-02-22","cited_by_count":33,"area":"agents"},{"id":"2407.17535","title":"LAMBDA: A Large Model Based Data Agent","created":"2024-07-24","cited_by_count":30,"area":"agents"},{"id":"2510.23587","title":"A Survey of Data Agents: Emerging Paradigm or Overstated Hype?","created":"2025-10-27","cited_by_count":30,"area":"agents"},{"id":"2407.03913","title":"MobileExperts: A Dynamic Tool-Enabled Agent Team in Mobile Devices","created":"2024-07-04","cited_by_count":29,"area":"agents"},{"id":"2509.11079","title":"Difficulty-Aware Agentic Orchestration for Query-Specific Multi-Agent Workflows","created":"2025-09-14","cited_by_count":27,"area":"agents"},{"id":"2404.11943","title":"AgentCoord: Visually Exploring Coordination Strategy for LLM-based Multi-Agent Collaboration","created":"2024-04-18","cited_by_count":26,"area":"agents"},{"id":"2411.03562","title":"Kolb-Based Experiential Learning for Generalist Agents with Human-Level Kaggle Data Science Performance","created":"2024-11-05","cited_by_count":25,"area":"agents"},{"id":"2407.16732","title":"PyBench: Evaluating LLM Agent on various real-world coding tasks","created":"2024-07-23","cited_by_count":24,"area":"agents"},{"id":"2410.22932","title":"Multi-Agent Large Language Models for Conversational Task-Solving","created":"2024-10-30","cited_by_count":24,"area":"agents"},{"id":"2505.13941","title":"MLZero: A Multi-Agent System for End-to-end Machine Learning Automation","created":"2025-05-20","cited_by_count":24,"area":"agents"},{"id":"2508.02744","title":"Large Language Model-based Data Science Agent: A Survey","created":"2025-08-02","cited_by_count":23,"area":"agents"},{"id":"2412.14222","title":"A Survey on Large Language Model-based Agents for Statistics and Data Science","created":"2024-12-18","cited_by_count":22,"area":"agents"},{"id":"2504.04785","title":"Weak-for-Strong: Training Weak Meta-Agent to Harness Strong Executors","created":"2025-04-07","cited_by_count":22,"area":"agents"},{"id":"2506.10974","title":"AutoMind: Adaptive Knowledgeable Agent for Automated Data Science","created":"2025-06-12","cited_by_count":20,"area":"agents"},{"id":"2509.21834","title":"RobustFlow: Towards Robust Agentic Workflow Generation","created":"2025-09-26","cited_by_count":20,"area":"agents"},{"id":"2407.17789","title":"Very Large-Scale Multi-Agent Simulation in AgentScope","created":"2024-07-25","cited_by_count":18,"area":"agents"},{"id":"2504.04808","title":"ELT-Bench: An End-to-End Benchmark for Evaluating AI Agents on ELT Pipelines","created":"2025-04-07","cited_by_count":16,"area":"agents"},{"id":"2606.25996","title":"Autodata: An agentic data scientist to create high quality synthetic data","created":"2026-06-24","cited_by_count":16,"area":"agents"},{"id":"2506.06017","title":"AgentSwift: Efficient LLM Agent Design via Value-guided Hierarchical Search","created":"2025-06-06","cited_by_count":15,"area":"agents"},{"id":"2510.01285","title":"LLM-Based Multi-Agent Blackboard System for Information Discovery in Data Science","created":"2025-09-30","cited_by_count":15,"area":"agents"},{"id":"2601.16344","title":"DSGym: A Holistic Framework for Evaluating and Training Data Science Agents","created":"2026-01-22","cited_by_count":15,"area":"agents"},{"id":"2502.14693","title":"I-MCTS: Enhancing Agentic AutoML via Introspective Monte Carlo Tree Search","created":"2025-02-20","cited_by_count":14,"area":"agents"},{"id":"2512.01939","title":"An Empirical Study of Agent Developer Practices in AI Agent Frameworks","created":"2025-12-01","cited_by_count":14,"area":"agents"},{"id":"2501.09316","title":"SOP-Agent: Empower General Purpose AI Agent with Domain-Specific SOPs","created":"2025-01-16","cited_by_count":11,"area":"agents"},{"id":"2509.25084","title":"Scaling Generalist Data-Analytic Agents","created":"2025-09-29","cited_by_count":11,"area":"agents"},{"id":"2510.09901","title":"Autonomous Agents for Scientific Discovery: Orchestrating Scientists, Language, Code, and Physics","created":"2025-10-10","cited_by_count":11,"area":"agents"},{"id":"2503.23781","title":"DebFlow: Automating Agent Creation via Agent Debate","created":"2025-03-31","cited_by_count":10,"area":"agents"},{"id":"2601.05930","title":"Can We Predict Before Executing Machine Learning Agents?","created":"2026-01-09","cited_by_count":10,"area":"agents"},{"id":"2507.01599","title":"Data Agent: A Holistic Architecture for Orchestrating Data+AI Ecosystems","created":"2025-07-02","cited_by_count":9,"area":"agents"},{"id":"2608.05179","title":"Autonomous Research Agents: A Survey of AI Scientists and the Verification Gap","created":"2026-06-29","cited_by_count":9,"area":"agents"},{"id":"2504.03553","title":"Agentic Knowledgeable Self-awareness","created":"2025-04-04","cited_by_count":8,"area":"agents"},{"id":"2507.21035","title":"GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis","created":"2025-07-28","cited_by_count":8,"area":"agents"},{"id":"2602.08401","title":"On Protecting Agentic Systems' Intellectual Property via Watermarking","created":"2026-02-09","cited_by_count":8,"area":"agents"},{"id":"2602.18710","title":"Many AI Analysts, One Dataset: Navigating the Agentic Data Science Multiverse","created":"2026-02-21","cited_by_count":7,"area":"agents"},{"id":"2509.21825","title":"DS-STAR: Data Science Agent for Solving Diverse Tasks across Heterogeneous Formats and Open-Ended Queries","created":"2025-09-26","cited_by_count":6,"area":"agents"},{"id":"2511.02200","title":"Optimal-Agent-Selection: State-Aware Routing Framework for Efficient Multi-Agent Collaboration","created":"2025-11-04","cited_by_count":6,"area":"agents"},{"id":"2601.13591","title":"DSAEval: Evaluating Data Science Agents on a Wide Range of Real-World Data Science Problems","created":"2026-01-20","cited_by_count":6,"area":"agents"},{"id":"2406.15341","title":"GenoTEX: An LLM Agent Benchmark for Automated Gene Expression Data Analysis","created":"2024-06-21","cited_by_count":5,"area":"agents"},{"id":"2505.19567","title":"LLM-Agent-Controller: A Universal Multi-Agent Large Language Model System as a Control Engineer","created":"2025-05-26","cited_by_count":5,"area":"agents"},{"id":"2506.20640","title":"CoMind: Towards Community-Driven Agents for Machine Learning Engineering","created":"2025-06-25","cited_by_count":5,"area":"agents"},{"id":"2602.02039","title":"Hunt Instead of Wait: Evaluating Deep Data Research on Large Language Models","created":"2026-02-02","cited_by_count":5,"area":"agents"},{"id":"2608.10915","title":"ComBodied Agents: a New Paradigm of Human-Centric Agentic AI","created":"2026-08-11","cited_by_count":5,"area":"agents"},{"id":"2409.12832","title":"FoodPuzzle: Developing Large Language Model Agents as Flavor Scientists","created":"2024-09-19","cited_by_count":4,"area":"agents"},{"id":"2505.13761","title":"Simulation Agent: A Framework for Integrating Simulation and Large Language Models for Enhanced Decision-Making","created":"2025-05-19","cited_by_count":4,"area":"agents"},{"id":"2505.14163","title":"DSMentor: Enhancing Data Science Agents with Curriculum Learning and Online Knowledge Accumulation","created":"2025-05-20","cited_by_count":4,"area":"agents"},{"id":"2510.04787","title":"Trade in Minutes! Rationality-Driven Agentic System for Quantitative Financial Trading","created":"2025-10-06","cited_by_count":4,"area":"agents"},{"id":"2510.11759","title":"AwareCompiler: Agentic Context-Aware Compiler Optimization via a Synergistic Knowledge-Data Driven Framework","created":"2025-10-13","cited_by_count":4,"area":"agents"},{"id":"2512.04416","title":"DataGovBench: Benchmarking LLM Agents for Real-World Data Governance Workflows","created":"2025-12-04","cited_by_count":4,"area":"agents"},{"id":"2602.13473","title":"NeuroWeaver: An Autonomous Evolutionary Agent for Exploring the Programmatic Space of EEG Analysis Pipelines","created":"2026-02-13","cited_by_count":4,"area":"agents"},{"id":"2602.21351","title":"A Hierarchical Multi-Agent System for Autonomous Discovery in Geoscientific Data Archives","created":"2026-02-24","cited_by_count":4,"area":"agents"},{"id":"2603.22767","title":"Can LLM Agents Generate Real-World Evidence? Evaluating Observational Studies in Medical Databases","created":"2026-03-24","cited_by_count":4,"area":"agents"},{"id":"2604.10938","title":"AgentWebBench: Benchmarking Multi-Agent Coordination in Agentic Web","created":"2026-04-13","cited_by_count":4,"area":"agents"},{"id":"2605.30434","title":"LongDS-Bench: On the Failure of Long-Horizon Agentic Data Analysis","created":"2026-05-28","cited_by_count":4,"area":"agents"},{"id":"2512.20959","title":"Can Agentic AI Match the Performance of Human Data Scientists?","created":"2025-12-24","cited_by_count":3,"area":"agents"},{"id":"2603.20260","title":"ProMAS: Proactive Error Forecasting for Multi-Agent Systems Using Markov Transition Dynamics","created":"2026-03-12","cited_by_count":3,"area":"agents"},{"id":"2607.05174","title":"AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments","created":"2026-07-06","cited_by_count":3,"area":"agents"},{"id":"2411.14574","title":"SRSA: A Cost-Efficient Strategy-Router Search Agent for Real-world Human-Machine Interactions","created":"2024-11-21","cited_by_count":2,"area":"agents"},{"id":"2508.02959","title":"Polymath: A Self-Optimizing Agent with Dynamic Hierarchical Workflow","created":"2025-08-04","cited_by_count":2,"area":"agents"},{"id":"2601.22305","title":"BayesFlow: A Probability Inference Framework for Meta-Agent Assisted Workflow Generation","created":"2026-01-29","cited_by_count":2,"area":"agents"},{"id":"2606.03841","title":"EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management","created":"2026-06-02","cited_by_count":2,"area":"agents"},{"id":"2606.06416","title":"Unsupervised Skill Discovery for Agentic Data Analysis","created":"2026-06-04","cited_by_count":2,"area":"agents"},{"id":"2606.08661","title":"Data Agents Under Attack: Vulnerabilities in LLM-Driven Analytical Systems","created":"2026-06-07","cited_by_count":2,"area":"agents"},{"id":"2607.24588","title":"SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents","created":"2026-07-27","cited_by_count":2,"area":"agents"},{"id":"2608.01684","title":"GABench: A Comprehensive Benchmark for Evaluating LLM Agents on Graph Analysis Tasks","created":"2026-08-03","cited_by_count":2,"area":"agents"},{"id":"2609.15779","title":"EvoOntology: A Self-Evolving Ontology Layer for Data Agents","created":"2026-09-14","cited_by_count":2,"area":"agents"},{"id":"2510.04089","title":"SPOGW: a Score-based Preference Optimization method via Group-Wise comparison for workflows","created":"2025-10-05","cited_by_count":1,"area":"agents"},{"id":"2601.06606","title":"CEDAR: Context Engineering for Agentic Data Science","created":"2026-01-10","cited_by_count":1,"area":"agents"},{"id":"2601.22571","title":"PerfGuard: A Performance-Aware Agent for Visual Content Generation","created":"2026-01-30","cited_by_count":1,"area":"agents"},{"id":"2601.23273","title":"UPA: Unsupervised Prompt Agent via Tree-Based Search and Selection","created":"2026-01-30","cited_by_count":1,"area":"agents"},{"id":"2603.04743","title":"DARE: Aligning LLM Agents with the R Statistical Ecosystem via Distribution-Aware Retrieval","created":"2026-03-05","cited_by_count":1,"area":"agents"},{"id":"2605.08813","title":"AgentSlimming: Towards Efficient and Cost-Aware Multi-Agent Systems","created":"2026-05-09","cited_by_count":1,"area":"agents"},{"id":"2605.26178","title":"ATOM: Instantiating Budget-Controllable Multi-Agent Collaboration via Nucleus-Electron Hierarchy","created":"2026-05-25","cited_by_count":1,"area":"agents"},{"id":"2606.08146","title":"SAGE: An LLM-driven Self Reflective Agentic Framework for Fraud Detection","created":"2026-06-06","cited_by_count":1,"area":"agents"},{"id":"2606.31478","title":"One Reflection Is Not Enough: Self-Correcting Autonomous Research via Multi-Hypothesis Failure Attribution","created":"2026-06-30","cited_by_count":1,"area":"agents"},{"id":"2607.09839","title":"Exploring Agentic Workflows for Generating High Quality Math Visual Aids","created":"2026-07-10","cited_by_count":1,"area":"agents"},{"id":"2607.16617","title":"DataFlow-Harness: A Grounded Code-Agent Platform for Constructing Editable LLM Data Pipelines","created":"2026-07-18","cited_by_count":1,"area":"agents"},{"id":"2609.15054","title":"BusMA: A Bus Communication Substrate for Multi-Agent Systems","created":"2026-09-14","cited_by_count":1,"area":"agents"},{"id":"2609.19754","title":"AutoData: Agentic Search for Pre-training Data Selection","created":"2026-09-17","cited_by_count":1,"area":"agents"},{"id":"2505.04354","title":"Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows","created":"2025-05-07","cited_by_count":0,"area":"agents"},{"id":"2506.00856","title":"Can AI Master Econometrics? Evidence from Econometrics AI Agent on Expert-Level Tasks","created":"2025-06-01","cited_by_count":0,"area":"agents"},{"id":"2510.05935","title":"LLM-FS-Agent: A Deliberative Role-based Large Language Model Architecture for Transparent Feature Selection","created":"2025-10-07","cited_by_count":0,"area":"agents"}],"next_cursor":"100"}