Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:05:22.562818Z
Paper Citation Record · LEDGER
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context
As of 7 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2506.03546.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
56 of 56 outbound references displayed
- verified exact1
- verified fuzzy32
- unresolved22
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 0aea5390-4491-4781-a9f0-5d4e2cbecb5c · outbound
This paper cites Language models are few-shot learners,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Language models are few-shot learners,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.581235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 794ed3b0-8ad3-4f28-adfb-06886b719aa6 · outbound
This paper cites A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context A survey on llm-based multi-agent systems: workflow, infrastructure, and challenges,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.066313Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4a2e435-5914-40af-b5b2-2cf6982b1871 · outbound
This paper cites Accessed: 2025-05-02.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Accessed: 2025-05-02
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.531244Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 46a5aeac-19d4-47dc-a952-227da7c73f9c · outbound
This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.086861Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b30d7e22-ce01-49c9-8636-6e74ddecbd12 · outbound
This paper cites ChatDev: Communicative Agents for Software Development.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context ChatDev: Communicative Agents for Software Development
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.095176Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce48bcdc-efc7-4906-a7ff-e3ede87fdf76 · outbound
This paper cites Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Diversity Empowers Intelligence: Integrating Expertise of Software Engineering Agents
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.111620Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ef59085-72d7-4c15-b7a8-333ec910d528 · outbound
This paper cites Simulating Classroom Education with LLM-Empowered Agents.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Simulating Classroom Education with LLM-Empowered Agents
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.127834Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d698a9eb-99f6-4638-9e90-2a1bb36c516d · outbound
This paper cites Roco: Dialectic multi-robot collaboration with large language models,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Roco: Dialectic multi-robot collaboration with large language models,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.503856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dcca3c06-2cb1-41a8-bdb6-8e1ca0490855 · outbound
This paper cites TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.139492Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae4e6e13-af8f-455b-932e-4f63e54acade · outbound
This paper cites Hospitals of the future: Designing interactive robotic systems for resilient emergency departments,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Hospitals of the future: Designing interactive robotic systems for resilient emergency departments,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.474402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 28db9635-22a3-4cd7-b8bf-25f61dfbada8 · outbound
This paper cites Rapidly built medical crash cart! lessons learned and impacts on high-stakes team collaboration in the emergency room,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Rapidly built medical crash cart! lessons learned and impacts on high-stakes team collaboration in the emergency room,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.433741Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a7c3c0ca-62e4-4664-a84f-2fdd715966b5 · outbound
This paper cites Chain-of-thought prompting elicits reasoning in large language models,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Chain-of-thought prompting elicits reasoning in large language models,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.390675Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e9e8b77c-d732-4000-9e9e-1f20640590fe · outbound
This paper cites Reflexion: Language agents with verbal reinforcement learning,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Reflexion: Language agents with verbal reinforcement learning,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.189928Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca1e4969-d346-41f9-8c03-fa9da389bbf0 · outbound
This paper cites Toolformer: Language models can teach themselves to use tools,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Toolformer: Language models can teach themselves to use tools,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.348584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 79ea35fb-f23c-42c1-92c2-aeaa5831f7c7 · outbound
This paper cites Llm-based multi-agent sys- tems for software engineering: Literature review, vision and the road ahead,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Llm-based multi-agent sys- tems for software engineering: Literature review, vision and the road ahead,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.332127Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4974a0bd-bfa1-4af3-a61b-a2de95838b1f · outbound
This paper cites Improvingfactualityandreasoninginlanguagemodelsthrough multiagent debate,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Improvingfactualityandreasoninginlanguagemodelsthrough multiagent debate,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.316013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8fd76e65-4174-4054-a909-fd102d2949e3 · outbound
This paper cites Hierarchical Auto-Organizing System for Open-Ended Multi-Agent Navigation.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Hierarchical Auto-Organizing System for Open-Ended Multi-Agent Navigation
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.234548Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee431c0e-abb8-49aa-8c47-0b9f67830b80 · outbound
This paper cites Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.252022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60c034e5-2452-48d4-b789-18af120ad3a0 · outbound
This paper cites Delegating responsibility benefits or- ganizations).
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Delegating responsibility benefits or- ganizations)
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.301267Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e06bd83d-eff7-44ed-ab4e-de6e6fa7f8a2 · outbound
This paper cites Organization design: An information process- ing view,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Organization design: An information process- ing view,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.286374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a8b6839-d881-4f66-b69f-f302c7040cdb · outbound
This paper cites On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.275643Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b403ddef-ec93-4379-a714-5085ed69b3e9 · outbound
This paper cites A scop- ing review exploring the impact and negotiation of hierarchy in healthcare organisations,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context A scop- ing review exploring the impact and negotiation of hierarchy in healthcare organisations,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.270520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6627917c-4638-4fd2-b083-09029c5b155e · outbound
This paper cites Coordinating clinical teams: Using robots to empower nurses to stop the line,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Coordinating clinical teams: Using robots to empower nurses to stop the line,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.239081Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 668737b6-0237-45f9-a662-fdabcc6548b0 · outbound
This paper cites Towards col- laborative crash cart robots that support clinical teamwork,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Towards col- laborative crash cart robots that support clinical teamwork,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.207414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ceba705c-5566-4b3d-8a77-03b77d9afc3e · outbound
This paper cites Decision-making under pressure: medical errors in uncertain and dynamic environments,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Decision-making under pressure: medical errors in uncertain and dynamic environments,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.175003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 52b64223-a359-4eb1-bccf-2d81b2b4db09 · outbound
This paper cites Why do multiagent systems fail?,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Why do multiagent systems fail?,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.155371Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e17a8712-cd7c-48e4-be75-aeeee20155c4 · outbound
This paper cites Knowledge - what is knowledge in crewai and how to use it.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Knowledge - what is knowledge in crewai and how to use it
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.128366Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e3e37480-7dbe-4fb0-9131-de8b3afc8740 · outbound
This paper cites Umcp: A sound and complete procedure for hierarchical task-network planning.,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Umcp: A sound and complete procedure for hierarchical task-network planning.,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.111889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9a287ff5-f24e-43fc-808d-cdf5095131ff · outbound
This paper cites Hierarchical planning: Relating task and goal decompo- sition with task sharing.,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Hierarchical planning: Relating task and goal decompo- sition with task sharing.,
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.051769Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7e7c57e6-4c80-4ec8-be95-9169c204cadc · outbound
This paper cites Hierarchical reinforcement learning: A comprehensive survey,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Hierarchical reinforcement learning: A comprehensive survey,
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:24.006796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 18c17678-b136-437a-a235-a6c13a3a79db · outbound
This paper cites Coordinated Multi-Robot Navigation with Formation Adaptation.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Coordinated Multi-Robot Navigation with Formation Adaptation
Reference 31
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T11:05:23.233475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1004a88c-79fa-4a81-ba32-28e1ca5dab92 · outbound
This paper cites Generalized Mission Planning for Heterogeneous Multi-Robot Teams via LLM-constructed Hierarchical Trees.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Generalized Mission Planning for Heterogeneous Multi-Robot Teams via LLM-constructed Hierarchical Trees
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.371773Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36dec07c-bf19-4783-9c20-044e66741452 · outbound
This paper cites COHERENT: Collaboration of Heterogeneous Multi-Robot System with Large Language Models.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context COHERENT: Collaboration of Heterogeneous Multi-Robot System with Large Language Models
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.377540Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e468929-ec79-4e89-89e5-d978fd1e923d · outbound
This paper cites HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at Scale
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.385418Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf08a241-c5e3-4f44-959d-52709e8348d3 · outbound
This paper cites Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Which Agent Causes Task Failures and When? On Automated Failure Attribution of LLM Multi-Agent Systems
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.392106Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4dd12b97-eb69-4212-a0c6-4ffcf7ab180a · outbound
This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Retrieval-augmented generation for knowledge-intensive nlp tasks,
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.973233Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6b30ab77-7fa3-4fd5-a3ef-37bcfaa3d691 · outbound
This paper cites Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.406174Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a132835-b69d-4dac-a6b5-9c45fea67eee · outbound
This paper cites A Collaborative Multi-Agent Approach to Retrieval-Augmented Generation Across Diverse Data.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context A Collaborative Multi-Agent Approach to Retrieval-Augmented Generation Across Diverse Data
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.418138Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4361d7dc-9f4a-4e53-9de3-ec7c721cf1b6 · outbound
This paper cites Ma-rag: Multi- agent retrieval-augmented generation via collaborative chain-of- thought reasoning,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Ma-rag: Multi- agent retrieval-augmented generation via collaborative chain-of- thought reasoning,
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.424254Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e323cab-b37c-487f-8306-10d0be9aaadf · outbound
This paper cites Langchain.
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.939402Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 711c10ae-145e-4a33-a9f8-dd87eb56607a · outbound
This paper cites Accessed: 2025-05-02.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Accessed: 2025-05-02
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.902453Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 71d428e4-bdcb-4ab9-8b79-50270f9653c2 · outbound
This paper cites Large Language Model Based Multi-Agent System Augmented Complex Event Processing Pipeline for Internet of Multimedia Things.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Large Language Model Based Multi-Agent System Augmented Complex Event Processing Pipeline for Internet of Multimedia Things
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.446088Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cc4001b-cd0a-436c-aecf-03b6ad85f619 · outbound
This paper cites Exploration of LLM Multi-Agent Application Implementation Based on LangGraph+CrewAI.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Exploration of LLM Multi-Agent Application Implementation Based on LangGraph+CrewAI
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.452219Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d211e30f-0065-4469-afb6-035f09c7cc58 · outbound
This paper cites Navigation bench- marking for autonomous mobile robots in hospital environ- ment,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Navigation bench- marking for autonomous mobile robots in hospital environ- ment,
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.881281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e899f661-6258-483e-841d-c1210885a128 · outbound
This paper cites Tools - understanding and leveraging tools within the crewai framework for agent collaboration and task execution.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Tools - understanding and leveraging tools within the crewai framework for agent collaboration and task execution
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.848599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bcdd52c4-0fe9-4836-bf5d-5c02a34786c4 · outbound
This paper cites PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context PC-Agent: A Hierarchical Multi-Agent Collaboration Framework for Complex Task Automation on PC
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.479426Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3a75dca-c668-43d0-931e-e5c635d9d772 · outbound
This paper cites Agentops.ai.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Agentops.ai
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.818730Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 05246e21-d749-4008-bda0-1dd2c2d2303e · outbound
This paper cites Openai’s 5 levels of ‘super ai’ (agi to outperform human capability).
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Openai’s 5 levels of ‘super ai’ (agi to outperform human capability)
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.798985Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 719c9192-e838-49e9-8daa-e7a57bf35964 · outbound
This paper cites Language grounded multi-agent reinforcement learning with human-interpretable communication,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Language grounded multi-agent reinforcement learning with human-interpretable communication,
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.752660Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c8224e94-42af-48df-b20d-62155299bb8c · outbound
This paper cites The dynamics of reinforcement learning in cooperative multiagent systems,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context The dynamics of reinforcement learning in cooperative multiagent systems,
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.727051Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8ebe0ff7-0c27-46a3-8e56-958debc7e8f8 · outbound
This paper cites LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context LLM-based Multi-Agent Reinforcement Learning: Current and Future Directions
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.527201Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 500b568b-a172-4148-9877-ce3446762942 · outbound
This paper cites Supervised learning-a systematic literature review,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Supervised learning-a systematic literature review,
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.706874Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 14eba27d-10d9-4057-98b8-ababa8d9ee51 · outbound
This paper cites A review of multi-agent reinforcement learning algorithms,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context A review of multi-agent reinforcement learning algorithms,
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.660597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b20494c2-3c0f-4e15-a05a-6b5be0bdf2d1 · outbound
This paper cites Chatgpt for robotics: Design principles and model abilities,.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Chatgpt for robotics: Design principles and model abilities,
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T11:05:23.634216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 868dbaa2-c0d3-49b8-b2c4-b2c3d3afb302 · outbound
This paper cites HealthBench: Evaluating Large Language Models Towards Improved Human Health.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context HealthBench: Evaluating Large Language Models Towards Improved Human Health
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T11:05:22.562818Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3e6d3a1-4e67-4acc-bcd6-a167c4365145 · outbound
This paper cites an unresolved cited work.
From Virtual Agents to Robot Teams: A Multi-Robot Framework Evaluation in High-Stakes Healthcare Context Unresolved cited work
Reference 2024
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-07T11:05:23.781220Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.