Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:33:58.386115Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 12 inbound Pith citation observations for arXiv:2506.07672.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:33:58.386115Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:46:01.921739Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T16:58:43.632383Z
33 of 33 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation eaee963a-aa0b-4b5f-8cd0-b53c12bf713c · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Introducing computer use, a new claude 3.5 sonnet, and claude 3.5 haiku
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e058cd25-d30f-4b56-8da8-6701a7555d12 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Introduction: Get started with the model context protocol (mcp)
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dceaab9d-650c-4a70-a07b-a634e8efa602 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Meet claude on your desktop.https://claude.ai/download
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d2b76e7c-03bf-4da4-a1ba-01548684e441 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Windows agent arena: Evaluating multi-modal os agents at scale, 2024
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f764a53-b59f-44af-85a9-4ada300ed073 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents A3: Android agent arena for mobile gui agents, 2025
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e807f8f9-4233-487c-bcf9-4ac7ee8d0a0e · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Laradji, Manuel Del Verme, Tom Marty, Léo Boisvert, Megh Thakkar, Quentin Cappart, David Vazquez, Nicolas Chapados, and Alexandre Lacoste
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72881521-7e87-4faf-98c0-e8dc51a3ad41 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Assistgui: Task-oriented desktop graphical user interface automation, 2024
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation eda22142-cf68-44bf-809b-b147cab8e364 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Visualwebarena: Evaluating multimodal agents on realistic visual web tasks, 2024
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e366c75e-1aa1-42a2-a0ec-6a21b2af849b · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Benchmarking mobile device control agents across diverse configurations, 2024
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 19b9a591-088b-4388-a78d-0b489a24bd90 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Api-bank: A comprehensive benchmark for tool-augmented llms, 2023
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85903456-8f0e-43f0-a946-3525259a066e · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Taskmatrix.ai: Completing tasks by connecting foundation models with millions of apis, 2023
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0aa625ee-5d04-429c-b941-8ec062da36c4 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Agentbench: Evaluating llms as agents, 2023
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d555a05a-f408-42ab-978b-1da359530623 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Visualagentbench: Towards large multimodal models as visual foundation agents, 2024
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8d0c7ad-1906-4a8c-a58a-513240d4ae18 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Gaia: a benchmark for general ai assistants, 2023
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7e54e52-42bf-4589-98e1-0621f48726a5 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents frida: Dynamic instrumentation toolkit for developers, reverse-engineers, and security researchers.https://frida.re/
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 336c54e4-858c-4979-b564-d623d567a642 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Toolllm: Facilitating large language models to master 16000+ real-world apis, 2023
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45ff14a3-a57a-43c5-a0bc-a91213b694d2 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Androidworld: A dynamic benchmarking environment for autonomous agents, 2025
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7a71f2d-56b2-462e-b732-90c2da61e818 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Toolalpaca: Generalized tool learning for language models with 3000 simulated cases, 2023
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a4699863-2fea-41c4-8fe5-37f1fbd63fdc · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Ducktrack: Multimodal computer agent data collection program
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ba833b08-c98e-4d4f-bc0f-eb9bc662fc39 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments, 2024
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e730522f-7e81-4c82-bba1-6ca642d09022 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Understanding the weakness of large language model agents within a complex android environment, 2024
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 474646de-eea5-41b4-b67c-db4e5196579d · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Androidlab: Training and systematic benchmarking of android autonomous agents, 2024
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e005db5e-41b7-4b9d-b3a4-fb9a643042a1 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Webshop: Towards scalable real-world web interaction with grounded language agents, 2023
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 22a0a3ff-1832-4c9e-8bde-e85a68ae5650 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents React: Synergizing reasoning and acting in language models, 2023
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c438cda-01e8-4b1a-b874-36af2ff0dc53 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Llamatouch: A faithful and scalable testbed for mobile ui task automation, 2024
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1911420d-0a32-41f8-8b11-674548479e4c · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Agentstudio: A toolkit for building general virtual agents, 2025
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation da87977c-51db-4378-a477-d799c90c4f25 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cb287dc-b6f9-4df7-bac3-91cbb8dd244d · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents source=<path_to_executable_on_host>,target=<path_in_container>,type=bind
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2ec2dd05-6c23-4b6d-8faa-f99a62b97429 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents DISPLAY")} and use a subshell. For example
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1eca27e5-444e-42ad-8229-e4068b9a56b9 · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9ec3d78b-20f1-4852-85f2-81fe9855ceac · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents skip this step
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 68a2b53b-8ad2-41cc-967a-ed7c36ac666a · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents Translate the selected text in this document to French and save it
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3c11df0d-573b-4c58-89b9-f04efe0b397e · outbound
MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents 6 Hard 36 Table 10: List of all tasks inMCPWorld
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1eb775e8-6a66-43bf-8819-92406bbd28fe · inbound
MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7a0d013-03b6-4926-ba85-d75d3e15b9c3 · inbound
A Lightweight Incentive-Based Privacy-Preserving Smart Metering Protocol for Value-Added Services MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a376052b-e262-43f6-a908-9614e1ff5ffc · inbound
Training One Model to Master Cross-Level Agentic Actions via Reinforcement Learning MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 243bc8a0-b7dc-4bf8-b652-ccd629528d4a · inbound
Anonymization-Enhanced Privacy Protection for Mobile GUI Agents: Available but Invisible MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8452a3a0-eee1-4771-b103-ebfb2b7bf7b6 · inbound
Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 111
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f449e7c-a18d-4988-bc25-02914ce5608a · inbound
EE-MCP: Self-Evolving MCP-GUI Agents via Automated Environment Generation and Experience Learning MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8bfd9166-add6-4c7a-82d4-3864fde10f51 · inbound
ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f49e1e44-bb4c-4f36-a2b7-306019a8585a · inbound
ComplexMCP: Evaluation of LLM Agents in Dynamic, Interdependent, and Large-Scale Tool Sandbox MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 261775e9-2254-43bf-88f9-877dfd391f50 · inbound
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fb7162ca-d5fd-4e02-b581-07cc2e7b2a23 · inbound
From Question Answering to Task Completion: A Survey on Agent System and Harness Design MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 147
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 54bcb467-5f8b-4bee-8936-51e2332a4f7a · inbound
StateAct: Program State, before Pixels, for Long-Horizon Computer-Use Agents MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38416ba2-78e4-47d3-80f4-95207af0287a · inbound
GABench: A Comprehensive Benchmark for Evaluating LLM Agents on Graph Analysis Tasks MCPWorld: A Unified Benchmarking Testbed for API, GUI, and Hybrid Computer Use Agents
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.