{"total":36,"rows":[{"id":"2512.16310","title":"Agent Tools Orchestration Leaks More: Dataset, Benchmark, and Mitigation","created":"2025-12-18","cited_by_count":11,"area":"agents"},{"id":"2502.02982","title":"MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users","created":"2025-02-05","cited_by_count":10,"area":"agents"},{"id":"2510.00685","title":"Stochastic Self-Organization in Multi-Agent Systems","created":"2025-10-01","cited_by_count":9,"area":"agents"},{"id":"2510.02557","title":"Orchestrating Human-AI Teams: The Manager Agent as a Unifying Research Challenge","created":"2025-10-02","cited_by_count":8,"area":"agents"},{"id":"2605.17373","title":"FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics","created":"2026-05-17","cited_by_count":8,"area":"agents"},{"id":"2606.03143","title":"FederatedSkill: Federated Learning for Agentic Skill Evolution","created":"2026-06-02","cited_by_count":6,"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":"2408.14001","title":"Decentralized Federated Learning with Model Caching on Mobile Agents","created":"2024-08-26","cited_by_count":4,"area":"agents"},{"id":"2608.04968","title":"EvolveNet: Collaborative Harness Evolution for Agent Self-Improvement","created":"2026-08-05","cited_by_count":4,"area":"agents"},{"id":"2207.09372","title":"On Decentralizing Federated Reinforcement Learning in Multi-Robot Scenarios","created":"2022-07-19","cited_by_count":3,"area":"agents"},{"id":"2503.05143","title":"FedMABench: Benchmarking Mobile Agents on Decentralized Heterogeneous User Data","created":"2025-03-07","cited_by_count":3,"area":"agents"},{"id":"2512.08870","title":"Fed-SE: Federated Self-Evolution for Privacy-Constrained Multi-Environment LLM Agents","created":"2025-12-09","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":"2506.05577","title":"Policy Search, Retrieval, and Composition via Task Similarity in Collaborative Agentic Systems","created":"2025-06-05","cited_by_count":1,"area":"agents"},{"id":"2510.14512","title":"Helmsman: Autonomous Synthesis of Federated Learning Systems via Collaborative LLM Agents","created":"2025-10-16","cited_by_count":1,"area":"agents"},{"id":"2603.09141","title":"Agentic AI as a Network Control-Plane Intelligence Layer for Federated Learning over 6G","created":"2026-03-10","cited_by_count":1,"area":"agents"},{"id":"2604.22879","title":"Beyond Single-Agent Alignment: Preventing Context-Fragmented Violations in Multi-Agent Systems","created":"2026-04-24","cited_by_count":1,"area":"agents"},{"id":"2605.18535","title":"Beyond Scaling: Agents Are Heading to the Edge","created":"2026-05-18","cited_by_count":1,"area":"agents"},{"id":"2607.06815","title":"Behavioral Privacy Leakage in Agentic Negotiation: Formalizing and Mitigating Inference Attacks via Randomized Policies","created":"2026-07-07","cited_by_count":1,"area":"agents"},{"id":"2505.18457","title":"EdgeAgentX: A Novel Framework for Agentic AI at the Edge in Military Communication Networks","created":"2025-05-24","cited_by_count":0,"area":"agents"},{"id":"2507.15796","title":"From Privacy to Trust in the Agentic Era: A Taxonomy of Challenges in Trustworthy Federated Learning Through the Lens of Trust Report 2.0","created":"2025-07-21","cited_by_count":0,"area":"agents"},{"id":"2509.23803","title":"FedAgentBench: Towards Automating Real-world Federated Medical Image Analysis with Server-Client LLM Agents","created":"2025-09-28","cited_by_count":0,"area":"agents"},{"id":"2512.06396","title":"AgenticCyber: A GenAI-Powered Multi-Agent System for Multimodal Threat Detection and Adaptive Response in Cybersecurity","created":"2025-12-06","cited_by_count":0,"area":"agents"},{"id":"2604.04895","title":"Agentic Federated Learning: The Future of Distributed Training Orchestration","created":"2026-04-06","cited_by_count":0,"area":"agents"},{"id":"2604.14956","title":"FedGUI: Benchmarking Federated GUI Agents across Heterogeneous Platforms, Devices, and Operating Systems","created":"2026-04-16","cited_by_count":0,"area":"agents"},{"id":"2605.07863","title":"ADKO: Agentic Decentralized Knowledge Optimization","created":"2026-05-08","cited_by_count":0,"area":"agents"},{"id":"2607.01366","title":"Auto-FL-Research: Agentic Search for Federated Learning Algorithms","created":"2026-07-01","cited_by_count":0,"area":"agents"},{"id":"2607.12111","title":"PFAdapter: Hierarchical LoRA Decomposition for Personalized Federated MLLMs","created":"2026-07-13","cited_by_count":0,"area":"agents"},{"id":"2607.12254","title":"Self-Aware Recursively Self-Improving Agents for Personal Singularity: A Goal-, Scope-, Tool-, and Benchmark-Driven Multi-Agent Architecture","created":"2026-07-14","cited_by_count":0,"area":"agents"},{"id":"2608.02613","title":"MemArena: An Ego-Centric Benchmark for On-Device Agentic Personal Memory Assistants at Scale","created":"2026-05-20","cited_by_count":0,"area":"agents"},{"id":"2608.20518","title":"FL-MAESTRO: Multi-Agent LLM Orchestration for Resource-Constrained Federated Learning","created":"2026-08-20","cited_by_count":0,"area":"agents"},{"id":"2608.27856","title":"FedEHR-Agents: Federated Agentic Optimization for Automated EHR Modeling","created":"2026-08-28","cited_by_count":0,"area":"agents"},{"id":"2609.02967","title":"Privacy-Preserving Topology-Guided Safety for LLM-Based Multi-Agent Systems via Federated Graph Learning","created":"2026-09-02","cited_by_count":0,"area":"agents"},{"id":"2609.22712","title":"Trustworthy Agentic AI: Failure Modes, Mitigation Strategies, and a Lifecycle Framework for Autonomous LLM Systems","created":"2026-09-19","cited_by_count":0,"area":"agents"},{"id":"2610.01195","title":"Federated Agent Optimization","created":"2026-10-01","cited_by_count":0,"area":"agents"},{"id":"2610.04749","title":"Agentic discovery of blood biomarker from distilled private health records","created":"2026-10-03","cited_by_count":0,"area":"agents"}],"next_cursor":null}