{"total":92,"rows":[{"id":"2507.05257","title":"Evaluating Memory in LLM Agents via Incremental Multi-Turn Interactions","created":"2025-07-07","cited_by_count":254,"area":"agents"},{"id":"2509.02547","title":"The Landscape of Agentic Reinforcement Learning for LLMs: A Survey","created":"2025-09-02","cited_by_count":205,"area":"agents"},{"id":"2506.18096","title":"Deep Research Agents: A Systematic Examination And Roadmap","created":"2025-06-22","cited_by_count":128,"area":"agents"},{"id":"2508.16153","title":"Memento: Fine-tuning LLM Agents without Fine-tuning LLMs","created":"2025-08-22","cited_by_count":127,"area":"agents"},{"id":"2508.05748","title":"WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent","created":"2025-08-07","cited_by_count":119,"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":"2512.18746","title":"MemEvolve: Meta-Evolution of Agent Memory Systems","created":"2025-12-21","cited_by_count":95,"area":"agents"},{"id":"2507.06229","title":"Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving","created":"2025-07-08","cited_by_count":94,"area":"agents"},{"id":"2507.07998","title":"PyVision: Agentic Vision with Dynamic Tooling","created":"2025-07-10","cited_by_count":79,"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":"2508.00414","title":"Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training","created":"2025-08-01","cited_by_count":42,"area":"agents"},{"id":"2508.13186","title":"MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents","created":"2025-08-14","cited_by_count":42,"area":"agents"},{"id":"2602.03786","title":"AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration","created":"2026-02-03","cited_by_count":35,"area":"agents"},{"id":"2508.02694","title":"Efficient Agents: Building Effective Agents While Reducing Cost","created":"2025-07-24","cited_by_count":32,"area":"agents"},{"id":"2506.14728","title":"AgentDistill: Training-Free Agent Distillation with Generalizable MCP Boxes","created":"2025-06-17","cited_by_count":30,"area":"agents"},{"id":"2506.15741","title":"OAgents: An Empirical Study of Building Effective Agents","created":"2025-06-17","cited_by_count":29,"area":"agents"},{"id":"2510.08529","title":"CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards","created":"2025-10-09","cited_by_count":29,"area":"agents"},{"id":"2509.25301","title":"Flash-Searcher: Fast and Effective Web Agents via DAG-Based Parallel Execution","created":"2025-09-29","cited_by_count":27,"area":"agents"},{"id":"2506.03011","title":"Coding Agents with Multimodal Browsing are Generalist Problem Solvers","created":"2025-06-03","cited_by_count":25,"area":"agents"},{"id":"2510.20168","title":"DeepWideSearch: Benchmarking Depth and Width in Agentic Information Seeking","created":"2025-10-23","cited_by_count":21,"area":"agents"},{"id":"2511.19304","title":"AutoEnv: Automated Environments for Measuring Cross-Environment Agent Learning","created":"2025-11-24","cited_by_count":20,"area":"agents"},{"id":"2510.24702","title":"Agent Data Protocol: Unifying Datasets for Diverse, Effective Fine-tuning of LLM Agents","created":"2025-10-28","cited_by_count":17,"area":"agents"},{"id":"2508.16260","title":"MCPVerse: An Expansive, Real-World Benchmark for Agentic Tool Use","created":"2025-08-22","cited_by_count":16,"area":"agents"},{"id":"2509.25106","title":"Towards Personalized Deep Research: Benchmarks and Evaluations","created":"2025-09-29","cited_by_count":16,"area":"agents"},{"id":"2601.02695","title":"EvoRoute: Experience-Driven Self-Routing LLM Agent Systems","created":"2026-01-06","cited_by_count":16,"area":"agents"},{"id":"2601.06818","title":"AgentHallu: Benchmarking Automated Hallucination Attribution of LLM-based Agents","created":"2026-01-11","cited_by_count":16,"area":"agents"},{"id":"2602.22808","title":"MiroFlow: Towards High-Performance and Robust Open-Source Agent Framework for General Deep Research Tasks","created":"2026-02-26","cited_by_count":15,"area":"agents"},{"id":"2601.07468","title":"Beyond Dialogue Time: Temporal Semantic Memory for Personalized LLM Agents","created":"2026-01-12","cited_by_count":14,"area":"agents"},{"id":"2601.10955","title":"Beyond Max Tokens: Stealthy Resource Amplification via Tool Calling Chains in LLM Agents","created":"2026-01-16","cited_by_count":14,"area":"agents"},{"id":"2601.05890","title":"StackPlanner: A Centralized Hierarchical Multi-Agent System with Task-Experience Memory Management","created":"2026-01-09","cited_by_count":13,"area":"agents"},{"id":"2510.26585","title":"Stop Wasting Your Tokens: Towards Efficient Runtime Multi-Agent Systems","created":"2025-10-30","cited_by_count":12,"area":"agents"},{"id":"2601.18467","title":"OffSeeker: Online Reinforcement Learning Is Not All You Need for Deep Research Agents","created":"2026-01-26","cited_by_count":12,"area":"agents"},{"id":"2510.25320","title":"GAP: Graph-Based Agent Planning with Parallel Tool Use and Reinforcement Learning","created":"2025-10-29","cited_by_count":11,"area":"agents"},{"id":"2512.01948","title":"How Far Are We from Genuinely Useful Deep Research Agents?","created":"2025-12-01","cited_by_count":11,"area":"agents"},{"id":"2508.04026","title":"VeriWeb: Verifiable Long-Chain Web Benchmark for Agentic Information-Seeking","created":"2025-08-06","cited_by_count":10,"area":"agents"},{"id":"2604.25917","title":"Recursive Multi-Agent Systems","created":"2026-04-28","cited_by_count":10,"area":"agents"},{"id":"2507.11988","title":"Aime: Towards Fully-Autonomous Multi-Agent Framework","created":"2025-07-16","cited_by_count":9,"area":"agents"},{"id":"2602.04634","title":"WideSeek-R1: Exploring Width Scaling for Broad Information Seeking via Multi-Agent Reinforcement Learning","created":"2026-02-04","cited_by_count":9,"area":"agents"},{"id":"2602.13477","title":"OMNI-LEAK: Orchestrator Multi-Agent Network Induced Data Leakage","created":"2026-02-13","cited_by_count":9,"area":"agents"},{"id":"2606.12191","title":"Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application","created":"2026-06-10","cited_by_count":8,"area":"agents"},{"id":"2510.07861","title":"Understanding DeepResearch via Reports","created":"2025-10-09","cited_by_count":7,"area":"agents"},{"id":"2510.07709","title":"Multimodal Safety Evaluation in Generative Agent Social Simulations","created":"2025-10-09","cited_by_count":6,"area":"agents"},{"id":"2604.07791","title":"SEARL: Joint Optimization of Policy and Tool Graph Memory for Self-Evolving Agents","created":"2026-04-09","cited_by_count":6,"area":"agents"},{"id":"2510.19631","title":"HSCodeComp: A Realistic and Expert-level Benchmark for Deep Search Agents in Hierarchical Rule Application","created":"2025-10-22","cited_by_count":5,"area":"agents"},{"id":"2512.02321","title":"LeechHijack: Covert Computational Resource Exploitation in Intelligent Agent Systems","created":"2025-12-02","cited_by_count":5,"area":"agents"},{"id":"2512.04129","title":"Don't Trust Your Upstream: Exploiting LLM Multi-Agent System via Topology-Guided Adversarial Propagation","created":"2025-12-03","cited_by_count":5,"area":"agents"},{"id":"2601.23219","title":"MonoScale: Scaling Multi-Agent System with Monotonic Improvement","created":"2026-01-30","cited_by_count":5,"area":"agents"},{"id":"2602.22675","title":"Search More, Think Less: Rethinking Long-Horizon Agentic Search for Efficiency and Generalization","created":"2026-02-26","cited_by_count":5,"area":"agents"},{"id":"2604.02971","title":"InfoSeeker: A Scalable Hierarchical Parallel Agent Framework for Web Information Seeking","created":"2026-04-03","cited_by_count":5,"area":"agents"},{"id":"2607.21522","title":"GS-Agent: Creating 4D Physical Worlds With Generative Simulation","created":"2026-07-23","cited_by_count":5,"area":"agents"},{"id":"2508.07745","title":"Chimera: Harnessing Multi-Agent LLMs for Automatic Insider Threat Simulation","created":"2025-08-11","cited_by_count":4,"area":"agents"},{"id":"2510.05145","title":"Efficient Tree-Structured Deep Research with Adaptive Resource Allocation","created":"2025-10-02","cited_by_count":4,"area":"agents"},{"id":"2510.19286","title":"TheMCPCompany: Creating General-purpose Agents with Task-specific Tools","created":"2025-10-22","cited_by_count":4,"area":"agents"},{"id":"2512.11303","title":"Unifying Dynamic Tool Creation and Cross-Task Experience Sharing through Cognitive Memory Architecture","created":"2025-12-12","cited_by_count":4,"area":"agents"},{"id":"2601.14914","title":"CodeDelegator: Mitigating Context Pollution via Role Separation in Code-as-Action Agents","created":"2026-01-21","cited_by_count":4,"area":"agents"},{"id":"2602.07187","title":"PreFlect: From Retrospective to Prospective Reflection in Large Language Model Agents","created":"2026-02-06","cited_by_count":4,"area":"agents"},{"id":"2605.29790","title":"Evolve as a Team: Collaborative Self-Evolution for LLM-based Multi-Agent Systems","created":"2026-05-28","cited_by_count":4,"area":"agents"},{"id":"2509.00189","title":"HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution","created":"2025-08-29","cited_by_count":3,"area":"agents"},{"id":"2509.24323","title":"MAS$^2$: Self-Generative, Self-Configuring, Self-Rectifying Multi-Agent Systems","created":"2025-09-29","cited_by_count":3,"area":"agents"},{"id":"2510.12194","title":"ResearStudio: A Human-Intervenable Framework for Building Controllable Deep-Research Agents","created":"2025-10-14","cited_by_count":3,"area":"agents"},{"id":"2605.07180","title":"Learning Agent Routing From Early Experience","created":"2026-05-08","cited_by_count":3,"area":"agents"},{"id":"2605.29861","title":"Towards Verifiable Multimodal Deep Research: A Multi-Agent Harness for Interleaved Report Generation","created":"2026-05-28","cited_by_count":3,"area":"agents"},{"id":"2606.01725","title":"Characterization of Multi-Model Agentic AI Systems on General Tasks via Trace-Driven Simulation","created":"2026-06-01","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":"2607.21361","title":"FedAgentKE: Federated Semantic Knowledge Evolution for Heterogeneous Agents","created":"2026-07-23","cited_by_count":3,"area":"agents"},{"id":"2608.21156","title":"Graph Engineering in the Era of LLM Agents: From Individual Intelligence to System Intelligence","created":"2026-08-21","cited_by_count":3,"area":"agents"},{"id":"2601.04879","title":"Mind2Report: Expert-Level Commercial Report Synthesis via Cognitive Deep Research Agent","created":"2026-01-08","cited_by_count":2,"area":"agents"},{"id":"2601.09883","title":"Beyond Rule-Based Workflows: An Information-Flow-Orchestrated Multi-Agents Paradigm via Agent-to-Agent Communication from CORAL","created":"2026-01-14","cited_by_count":2,"area":"agents"},{"id":"2608.04458","title":"Architectural Implications of Agentic AI Workflows","created":"2026-08-05","cited_by_count":2,"area":"agents"},{"id":"2506.19502","title":"MATE: LLM-Powered Multi-Agent Translation Environment for Accessibility Applications","created":"2025-06-24","cited_by_count":1,"area":"agents"},{"id":"2602.07883","title":"ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Emergent Adaptation","created":"2026-02-08","cited_by_count":1,"area":"agents"},{"id":"2603.08117","title":"UIS-Digger: Towards Comprehensive Research Agent Systems for Real-world Unindexed Information Seeking","created":"2026-03-09","cited_by_count":1,"area":"agents"},{"id":"2603.16876","title":"Multi-Modal Multi-Agent Reinforcement Learning for Radiology Report Generation","created":"2026-02-17","cited_by_count":1,"area":"agents"},{"id":"2604.07927","title":"EigentSearch-Q+: Enhancing Deep Research Agents with Structured Reasoning Tools","created":"2026-04-09","cited_by_count":1,"area":"agents"},{"id":"2605.15132","title":"APWA: A Distributed Architecture for Parallelizable Agentic Workflows","created":"2026-05-14","cited_by_count":1,"area":"agents"},{"id":"2605.29910","title":"Agora: Toward Autonomous Bug Detection in Production-Level Consensus Protocols with LLM Agents","created":"2026-05-28","cited_by_count":1,"area":"agents"},{"id":"2606.05130","title":"Towards Efficient and Evidence-grounded Mobility Prediction with LLM-Driven Agent","created":"2026-06-03","cited_by_count":1,"area":"agents"},{"id":"2608.03735","title":"An Actionable Diagnosis of Multilingual, Multi-Agent Planning Failures","created":"2026-08-04","cited_by_count":1,"area":"agents"},{"id":"2608.23045","title":"From Inertia to Objectivity: Improving Deep Research Agents with Noise Isolation","created":"2026-08-24","cited_by_count":1,"area":"agents"},{"id":"2608.29641","title":"Harness-RL: Black-Box Reinforcement Learning with Action-Args Decoupling for Central-Agent Multi-Agent Harnesses","created":"2026-08-30","cited_by_count":1,"area":"agents"},{"id":"2609.15516","title":"Misleading the Planner through Deceptive Resumes: Registration-Time Injection in Centralized Multi-Agent Systems","created":"2026-09-14","cited_by_count":1,"area":"agents"},{"id":"2508.17068","title":"Anemoi: A Semi-Centralized Multi-agent System Based on Agent-to-Agent Communication MCP server from Coral Protocol","created":"2025-08-23","cited_by_count":0,"area":"agents"},{"id":"2604.04226","title":"SW-$A^2$-Bench: Benchmarking Autonomous Software Agent Generation for Agentic Web","created":"2026-04-05","cited_by_count":0,"area":"agents"},{"id":"2604.25602","title":"OxyGent: Making Multi-Agent Systems Modular, Observable, and Evolvable via Oxy Abstraction","created":"2026-04-28","cited_by_count":0,"area":"agents"},{"id":"2607.28430","title":"AgentRadio: Passive Awareness for Long-Horizon Multi-Agent Collaboration","created":"2026-07-30","cited_by_count":0,"area":"agents"},{"id":"2608.03272","title":"Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity","created":"2026-08-04","cited_by_count":0,"area":"agents"},{"id":"2609.01870","title":"ArcticSwarm: Deferring Early Consensus in Long-Horizon Multi-Agent Research","created":"2026-09-01","cited_by_count":0,"area":"agents"},{"id":"2609.02371","title":"Diagnosing with Insights: Structured Analysis of Agent Failures via Behavioral Abstractions","created":"2026-09-02","cited_by_count":0,"area":"agents"},{"id":"2609.09072","title":"ToolLoop: Closed-Loop Tool-Use Data Synthesis via Decomposed Generation and Dynamic Self-Feedback","created":"2026-09-08","cited_by_count":0,"area":"agents"},{"id":"2609.13561","title":"A Hybrid Agentic AI Framework for Intelligent Supply Chain Analytics","created":"2026-09-11","cited_by_count":0,"area":"agents"},{"id":"2609.38482","title":"PANDA: A Decentralized Architecture with Flexible Orchestration for Scalable, Fault-Tolerant Multi-Agent Systems","created":"2026-09-29","cited_by_count":0,"area":"agents"},{"id":"2610.19581","title":"XferAgent: Cross-Agent Experience Transfer for Self-Improving LLM Agents","created":"2026-10-14","cited_by_count":0,"area":"agents"}],"next_cursor":null}