Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-13T23:43:30.595949Z
Paper Citation Record · LEDGER
An Empirical Study of Multi-Agent Collaboration for Automated Research
As of 4 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 2 inbound Pith citation observations for arXiv:2603.29632.
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 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T07:06:09.856488Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
16 of 16 outbound references displayed
- verified exact2
- verified fuzzy4
- unresolved5
- parse uncertain0
- malformed identifier0
- metadata mismatch5
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 410ae10c-cf10-4e66-b05e-00e9e5aca995 · outbound
This paper cites an unresolved cited work.
An Empirical Study of Multi-Agent Collaboration for Automated Research Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-05-13T23:48:29.522219Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a6578ab0-b2bd-45d4-8505-a2a07a42b096 · outbound
This paper cites GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning.
An Empirical Study of Multi-Agent Collaboration for Automated Research GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning
Reference 2
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-13T23:48:27.869428Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 101b0915-1812-48e1-941c-1c2f13ce5b8e · outbound
This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.
An Empirical Study of Multi-Agent Collaboration for Automated Research SWE-bench: Can Language Models Resolve Real-World GitHub Issues?
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-05-13T23:48:27.863405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 54f65e44-c2c5-41ce-845d-8dc14c2ce359 · outbound
This paper cites an unresolved cited work.
An Empirical Study of Multi-Agent Collaboration for Automated Research Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-13T23:48:29.518022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f8e02a26-ccd9-4f30-ba5f-38cbe9c2c160 · outbound
This paper cites an unresolved cited work.
An Empirical Study of Multi-Agent Collaboration for Automated Research Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-13T23:48:29.506331Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a2720cf6-70e7-40fe-a5e4-e3120a054d39 · outbound
This paper cites Transactions of the association for computational linguistics12, 157–173 (2024).
An Empirical Study of Multi-Agent Collaboration for Automated Research Transactions of the association for computational linguistics12, 157–173 (2024)
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T23:48:29.510443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 90ed1d66-16a4-4e46-882d-ac6c54b70faa · outbound
This paper cites AgentBench: Evaluating LLMs as Agents.
An Empirical Study of Multi-Agent Collaboration for Automated Research AgentBench: Evaluating LLMs as Agents
Reference 7
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-13T23:48:27.851877Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 177574f8-4f48-472a-8bc6-5efa6d0b5244 · outbound
This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.
An Empirical Study of Multi-Agent Collaboration for Automated Research The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-13T23:48:27.857644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 542d6b17-4840-48b3-bb2d-009ada47502e · outbound
This paper cites Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery.
An Empirical Study of Multi-Agent Collaboration for Automated Research Evoscientist: Towards multi-agent evolving ai scientists for end-to-end scientific discovery
Reference 9
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-13T23:48:27.835719Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 28c7b3ff-752f-4630-b4a7-29259e7da171 · outbound
This paper cites In: Proceedings of the 36th annual acm symposium on user interface software and technology.
An Empirical Study of Multi-Agent Collaboration for Automated Research In: Proceedings of the 36th annual acm symposium on user interface software and technology
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T23:48:29.514455Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f39bda4d-db6c-4e71-9967-0840e78aa21a · outbound
This paper cites Bilevel Autoresearch: Meta-Autoresearching Itself.
An Empirical Study of Multi-Agent Collaboration for Automated Research Bilevel Autoresearch: Meta-Autoresearching Itself
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-06-04T01:08:13.153435Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f4ceb301-4161-456f-93ed-6c5d6a5e86a3 · outbound
This paper cites Multi-Agent Coordination across Diverse Applications: A Survey.
An Empirical Study of Multi-Agent Collaboration for Automated Research Multi-Agent Coordination across Diverse Applications: A Survey
Reference 12
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-13T23:48:27.846413Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a49854b4-7eef-47c6-88d4-8b7e984718aa · outbound
This paper cites Advances in neural information processing systems35, 24824–24837 (2022).
An Empirical Study of Multi-Agent Collaboration for Automated Research Advances in neural information processing systems35, 24824–24837 (2022)
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T23:48:29.495178Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4005ad77-75d7-408c-bdbb-eb4441d730b1 · outbound
This paper cites an unresolved cited work.
An Empirical Study of Multi-Agent Collaboration for Automated Research Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-13T23:48:29.498613Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 160cdef7-552b-457a-a81a-79428001e07a · outbound
This paper cites Advances in neural information processing systems36, 11809–11822 (2023) An Empirical Study of Multi-Agent Collaboration for Automated Research 13.
An Empirical Study of Multi-Agent Collaboration for Automated Research Advances in neural information processing systems36, 11809–11822 (2023) An Empirical Study of Multi-Agent Collaboration for Automated Research 13
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-13T23:48:29.502606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 70c29e1e-583c-4f7a-b6dc-fd305a03091a · outbound
This paper cites an unresolved cited work.
An Empirical Study of Multi-Agent Collaboration for Automated Research Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-13T23:48:29.491109Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation 79900229-42a3-4039-bc39-84470bc3e743 · inbound
Symbolic-Vector Attention Fusion for Collective Intelligence cites this paper.
Symbolic-Vector Attention Fusion for Collective Intelligence An Empirical Study of Multi-Agent Collaboration for Automated Research
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-07-13T11:46:35.757645Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41e8322b-f85d-46af-a3a8-8351090cfcd5 · inbound
A Vocabulary for Multi-Agent Automated Research Systems cites this paper.
A Vocabulary for Multi-Agent Automated Research Systems An Empirical Study of Multi-Agent Collaboration for Automated Research
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T07:06:09.856488Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.