{"total":24,"rows":[{"id":"2501.12851","title":"ACEBench: Who Wins the Match Point in Tool Usage?","created":"2025-01-22","cited_by_count":71,"area":"agents"},{"id":"2509.26490","title":"VitaBench: Benchmarking LLM Agents with Versatile Interactive Tasks in Real-world Applications","created":"2025-09-30","cited_by_count":53,"area":"agents"},{"id":"2509.18970","title":"LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions","created":"2025-09-23","cited_by_count":50,"area":"agents"},{"id":"2604.09408","title":"HiL-Bench (Human-in-Loop Benchmark): Do Agents Know When to Ask for Help?","created":"2026-04-10","cited_by_count":27,"area":"agents"},{"id":"2602.11348","title":"AgentNoiseBench: Benchmarking Robustness of Tool-Using LLM Agents Under Noisy Condition","created":"2026-02-11","cited_by_count":23,"area":"agents"},{"id":"2508.05687","title":"Risk Analysis Techniques for Governed LLM-based Multi-Agent Systems","created":"2025-08-06","cited_by_count":18,"area":"agents"},{"id":"2607.10059","title":"AgentAbstain: Do LLM Agents Know When Not to Act?","created":"2026-07-11","cited_by_count":17,"area":"agents"},{"id":"2505.11891","title":"Mobile-Bench-v2: A More Realistic and Comprehensive Benchmark for VLM-based Mobile Agents","created":"2025-05-17","cited_by_count":16,"area":"agents"},{"id":"2503.01940","title":"AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification","created":"2025-03-03","cited_by_count":13,"area":"agents"},{"id":"2504.16939","title":"A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions","created":"2025-04-07","cited_by_count":9,"area":"agents"},{"id":"2605.09698","title":"Ambig-DS: A Benchmark for Task-Framing Ambiguity in Data-Science Agents","created":"2026-05-10","cited_by_count":5,"area":"agents"},{"id":"2602.01405","title":"Feedback by Design: Understanding and Overcoming User Feedback Barriers in Conversational Agents","created":"2026-02-01","cited_by_count":4,"area":"agents"},{"id":"2606.06976","title":"Exploring Agentic Tool-Calling Decisions via Uncertainty-Aligned Reinforcement Learning","created":"2026-06-05","cited_by_count":4,"area":"agents"},{"id":"2607.26313","title":"SARC-DQ: Runtime Data-Quality Gating for Agentic AI: Silent Evidence Defects, the Incompetence Shield, and Downstream-Only Remediation","created":"2026-07-28","cited_by_count":3,"area":"agents"},{"id":"2608.11977","title":"Retry, Switch, or Abstain? Learning Strategy-Aware Tool-Use Policies via Controlled Error Injection","created":"2026-08-12","cited_by_count":2,"area":"agents"},{"id":"2412.16516","title":"HammerBench: Fine-Grained Function-Calling Evaluation in Real Mobile Device Scenarios","created":"2024-12-21","cited_by_count":1,"area":"agents"},{"id":"2602.02760","title":"From Task Solving to Robust Real-World Adaptation in LLM Agents","created":"2026-02-02","cited_by_count":1,"area":"agents"},{"id":"2607.13594","title":"SAFETY SENTRY: Context-Aware Human Intervention via EXECUTE-ASK-REFUSE Routing","created":"2026-07-15","cited_by_count":1,"area":"agents"},{"id":"2608.30478","title":"Agents in the Large: Perception-Centered Architecture for Persistent Agents","created":"2026-08-31","cited_by_count":1,"area":"agents"},{"id":"2606.08531","title":"ForesightSafety-SAGE:A Fully Automated Scenario Generation and Safety Evaluation Framework for LLM Agents","created":"2026-06-07","cited_by_count":0,"area":"agents"},{"id":"2608.19202","title":"Active Inference as Context Acquisition for AI Agents","created":"2026-06-08","cited_by_count":0,"area":"agents"},{"id":"2610.12655","title":"CLEAT: Learning Value-Guided Clarification for Interactive Agents","created":"2026-10-08","cited_by_count":0,"area":"agents"},{"id":"2610.17757","title":"Instructions Are Evidence, Not Objectives: Measuring Outcome Alignment of Agents","created":"2026-10-13","cited_by_count":0,"area":"agents"},{"id":"2610.18090","title":"AM-Bench: Understanding Agents under Task Underspecification across Models and Harnesses","created":"2026-10-13","cited_by_count":0,"area":"agents"}],"next_cursor":null}