{"total":32,"rows":[{"id":"2504.13958","title":"ToolRL: Reward is All Tool Learning Needs","created":"2025-04-16","cited_by_count":362,"area":"agents"},{"id":"2412.15701","title":"Collaborative Gym: A Framework for Enabling and Evaluating Human-Agent Collaboration","created":"2024-12-20","cited_by_count":65,"area":"agents"},{"id":"2505.19955","title":"MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research","created":"2025-05-26","cited_by_count":64,"area":"agents"},{"id":"2505.19897","title":"ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows","created":"2025-05-26","cited_by_count":52,"area":"agents"},{"id":"2508.15804","title":"ReportBench: Evaluating Deep Research Agents via Academic Survey Tasks","created":"2025-08-14","cited_by_count":38,"area":"agents"},{"id":"2506.17335","title":"LMR-BENCH: Evaluating LLM Agent's Ability on Reproducing Language Modeling Research","created":"2025-06-19","cited_by_count":29,"area":"agents"},{"id":"2504.18765","title":"A Vision for Auto Research with LLM Agents","created":"2025-04-26","cited_by_count":18,"area":"agents"},{"id":"2510.05138","title":"LiRA: A Multi-Agent Framework for Reliable and Readable Literature Review Generation","created":"2025-10-01","cited_by_count":10,"area":"agents"},{"id":"2510.07733","title":"SurveyG: A Multi-Agent LLM Framework with Hierarchical Citation Graph for Automated Survey Generation","created":"2025-10-09","cited_by_count":10,"area":"agents"},{"id":"2601.12910","title":"SciCoQA: Quality Assurance for Scientific Paper--Code Alignment","created":"2026-01-19","cited_by_count":10,"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":"2511.02238","title":"Deep Ideation: Designing LLM Agents to Generate Novel Research Ideas on Scientific Concept Network","created":"2025-11-04","cited_by_count":7,"area":"agents"},{"id":"2508.09632","title":"Preacher: Paper-to-Video Agentic System","created":"2025-08-13","cited_by_count":6,"area":"agents"},{"id":"2505.21471","title":"Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration","created":"2025-05-27","cited_by_count":4,"area":"agents"},{"id":"2509.18661","title":"Agentic AutoSurvey: Let LLMs Survey LLMs","created":"2025-09-23","cited_by_count":4,"area":"agents"},{"id":"2510.10472","title":"FML-bench: Benchmarking Machine Learning Agents for Scientific Research","created":"2025-10-12","cited_by_count":4,"area":"agents"},{"id":"2607.01243","title":"STRUCTSURVEY: Structured Agentic Retrieval for Automated Survey Paper Generation","created":"2026-05-12","cited_by_count":4,"area":"agents"},{"id":"2511.17689","title":"ARISE: Agentic Rubric-Guided Iterative Survey Engine for Automated Scholarly Paper Generation","created":"2025-11-21","cited_by_count":3,"area":"agents"},{"id":"2601.12369","title":"Can Deep Research Agents Retrieve and Organize? Evaluating the Synthesis Gap with Expert Taxonomies","created":"2026-01-18","cited_by_count":3,"area":"agents"},{"id":"2606.31229","title":"Agentic-Ideation: Sample Efficient Agentic Trajectories Synthesis for Scientific Ideation Agents","created":"2026-06-30","cited_by_count":3,"area":"agents"},{"id":"2510.10890","title":"LLM$\\times$MapReduce-V3: Enabling Interactive In-Depth Survey Generation through a MCP-Driven Hierarchically Modular Agent System","created":"2025-10-13","cited_by_count":2,"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":"2602.04071","title":"Agentic AI-Empowered Dynamic Survey Framework","created":"2026-02-03","cited_by_count":2,"area":"agents"},{"id":"2601.09728","title":"Eliminating Agentic Workflow for Introduction Generation with Parametric Stage Tokens","created":"2025-12-28","cited_by_count":1,"area":"agents"},{"id":"2602.11238","title":"SurveyLens: A Discipline-Aware Benchmark for Automatic Survey Generation","created":"2026-02-11","cited_by_count":1,"area":"agents"},{"id":"2608.24306","title":"Who is the Agent to Blame? Localizing Faithfulness and Citation Mistakes in Agentic Deep Research","created":"2026-08-25","cited_by_count":1,"area":"agents"},{"id":"2601.12988","title":"PaperGuide: Making Small Language-Model Paper-Reading Agents More Efficient","created":"2026-01-19","cited_by_count":0,"area":"agents"},{"id":"2608.14446","title":"Wyvern: An Agentic Framework for Generating Grounded Multimodal Reports","created":"2026-08-14","cited_by_count":0,"area":"agents"},{"id":"2608.18034","title":"Deep Academic Survey: Stateful Agentic Closed-Loop Paradigm for Academic Survey Automation","created":"2026-08-18","cited_by_count":0,"area":"agents"},{"id":"2608.21374","title":"LitReview Arena: Evaluating Literature Review Agents with Battle-Style Peer Review Platform","created":"2026-07-01","cited_by_count":0,"area":"agents"},{"id":"2609.05938","title":"SurveyAgent-HKA: A multi-agent framework for scientific survey generation with LLMs and human knowledge augmentation","created":"2026-09-05","cited_by_count":0,"area":"agents"},{"id":"2610.04074","title":"IdeaScientist: Orchestrating Agents for Grounded Scientific Ideation","created":"2026-10-02","cited_by_count":0,"area":"agents"}],"next_cursor":null}