Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T23:20:19.822393Z
Paper Citation Record · LEDGER
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System
As of 4 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 2 inbound Pith citation observations for arXiv:2605.09341.
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 2026-08-02T12:21:06.124194Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-05-19T20:33:13.114720Z
Reference resolution
39 of 39 outbound references displayed
- verified exact3
- verified fuzzy12
- unresolved24
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 7521df4a-bf62-4e5d-8bf5-06aee5af7973 · outbound
This paper cites Weiwen Liu, Jiarui Qin, Xu Huang, Xingshan Zeng, Yunjia Xi, Jianghao Lin, Chuhan Wu, Yasheng Wang, Lifeng Shang, Ruiming Tang, Defu Lian, Yong Yu, and Weinan Zhang.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Weiwen Liu, Jiarui Qin, Xu Huang, Xingshan Zeng, Yunjia Xi, Jianghao Lin, Chuhan Wu, Yasheng Wang, Lifeng Shang, Ruiming Tang, Defu Lian, Yong Yu, and Weinan Zhang
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T23:23:51.652484Z
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 aa141fe9-2c9e-44ad-80ce-a4aff55dafbe · outbound
This paper cites Self-Evolving Multi-Agent Systems via Textual Backpropagation.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Self-Evolving Multi-Agent Systems via Textual Backpropagation
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-06-19T17:10:31.231688Z
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 1446b742-b00c-4f7d-95ea-6622a4ac03ee · outbound
This paper cites Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Beibin Li, Erkang Zhu, Li Jiang, Xiaoyun Zhang, Chi Wang, Shaokun Zhang, et al.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Qingyun Wu, Gagan Bansal, Jieyu Zhang, Yiran Wu, Beibin Li, Erkang Zhu, Li Jiang, Xiaoyun Zhang, Chi Wang, Shaokun Zhang, et al
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-20T23:23:51.646215Z
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 68a6d4ec-bb36-4040-8ccc-8952f936faf2 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.144990Z
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 32e65c9d-ec11-49fb-861e-ae73ea570b2b · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.154549Z
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 d4e6969f-9cf6-4613-a730-6d3d3d24168b · outbound
This paper cites Why kept / why rejected.Kept because a worker split without manager-side decomposition would not form a coherent MAS story.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because a worker split without manager-side decomposition would not form a coherent MAS story
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.163285Z
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 575c639a-1aad-447e-b948-c887edf5a41a · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.158530Z
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 aedc4ec1-b23c-496a-ad20-12c1ec7a76d9 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.168246Z
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 2dfab070-61ba-4033-901c-05fa9bf130d3 · outbound
This paper cites Why kept / why rejected.Kept because it turns noisy search traces into a reusable executor rule.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because it turns noisy search traces into a reusable executor rule
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.223045Z
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 d4a9031e-c7f6-46ce-85e9-b588253ad378 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.172638Z
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 9a476920-6c36-47bd-adf6-01c59212f7a1 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.278037Z
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 ebcd3488-2c67-45d1-826d-f6dd2b04a206 · outbound
This paper cites Why kept / why rejected.Kept because the same manipulation invariants recur across task families.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because the same manipulation invariants recur across task families
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.354402Z
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 207aec2f-4c16-45c6-8abb-248d70f4296f · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.345037Z
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 d7a3e342-533f-46d1-8af0-bf5c06258f3a · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.282750Z
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 72ef3b26-8bba-42e6-a03d-121d18fb031d · outbound
This paper cites Why kept / why rejected.Kept because it absorbs brittle transformation rules into one reusable executor role.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because it absorbs brittle transformation rules into one reusable executor role
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.263830Z
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 a0dc77e8-f142-446f-9e75-e77efbdbd3f1 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.327106Z
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 57b85edb-8eae-41cc-8697-1265fb414a19 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.257879Z
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 3d67746d-3414-4688-992e-fc4f3cd39219 · outbound
This paper cites Why kept / why rejected.Kept because it complements the appliance executor with a concrete multi-step heating routine.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because it complements the appliance executor with a concrete multi-step heating routine
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.195253Z
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 ae6b9bd5-d72c-4a76-8dda-f76dfbaa79e8 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.273716Z
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 9f2c036d-3fd5-4fc1-8769-6d8a9b58dcf2 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.322836Z
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 85d87e31-292e-4d0a-b739-da07a4e7adfe · outbound
This paper cites Why kept / why rejected.Kept because it adds exact-reference discipline that the seed single-object routines did not encode.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because it adds exact-reference discipline that the seed single-object routines did not encode
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.304595Z
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 09e34d8c-d2ff-4d01-8357-c533e0fed284 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.294737Z
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 4a2b7cf2-bb45-403a-a659-eba3992a8ee4 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.212633Z
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 0d8850b8-e591-4d07-b609-bd2eae1161f4 · outbound
This paper cites Why kept / why rejected.Kept because τ-Bench rewards continuous single-agent case handling; splitting responsibility too early increased routing and closure risk in later rounds.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because τ-Bench rewards continuous single-agent case handling; splitting responsibility too early increased routing and closure risk in later rounds
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.287536Z
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 f850fb54-a8e2-46b7-ba1b-4cafc0ad79e1 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.199600Z
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 8d50c174-ba34-4232-ad1b-1a93077eac69 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.150170Z
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 96feeb9a-c7c7-40b8-b2ee-841c94c3501a · outbound
This paper cites Why kept / why rejected.Kept because most downstream failures start from wrong order or status grounding.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because most downstream failures start from wrong order or status grounding
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.313734Z
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 318f8338-523b-4a25-ab41-f8e6f13d75c1 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.269106Z
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 d8447f40-7d59-4e48-b293-c5d850c6a6d1 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.299553Z
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 50697676-6b75-4949-9d67-f71440473338 · outbound
This paper cites same but.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System same but
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.318462Z
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 1bccb46c-134e-4248-882d-e905c3b3b788 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.208219Z
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 cf2d43ab-022b-4de2-969f-83ade6aaa814 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.204043Z
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 89044535-c3f9-43f4-9535-16b25b9522ce · outbound
This paper cites Why kept / why rejected.Kept because it converts many benchmark-specific mistakes into general status, id, payment, and confirmation checks.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because it converts many benchmark-specific mistakes into general status, id, payment, and confirmation checks
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.217467Z
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 203f4cce-ddaa-4991-8de1-622b6b130c0b · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.340008Z
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 0bd2c04e-150e-46d8-9463-fa9a8d7f909d · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.176718Z
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 0f4cea26-801a-48dd-a70e-e3d4559b7c28 · outbound
This paper cites Why kept / why rejected.Kept as a manager-run procedure because delegated transaction execution did not produce stable promoted-helper evidence in the selected trajectory.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept as a manager-run procedure because delegated transaction execution did not produce stable promoted-helper evidence in the selected trajectory
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.334979Z
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 904c91fc-1360-41e1-875a-d4d584e33e12 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.180999Z
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 8a46a360-1965-4727-b6ce-e5f86b9fe376 · outbound
This paper cites an unresolved cited work.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-05-20T23:24:13.185371Z
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 d6e612ba-4b91-4fa1-873b-2ae50b71e206 · outbound
This paper cites Why kept / why rejected.Kept because many failures were completed writes with incomplete or looping closure.
SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System Why kept / why rejected.Kept because many failures were completed writes with incomplete or looping closure
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-20T23:24:13.190553Z
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 4d45acfe-03b0-43f5-9e0f-36cadbcd9854 · inbound
Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents cites this paper.
Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-19T20:33:13.115861Z
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 8fed9268-bcd9-4979-b021-109b22a14166 · inbound
Autonomous Topology Mutation: Safe Runtime Restructuring for Multi-Agent LLM Systems with Capability, State, and Shadow Invariants cites this paper.
Autonomous Topology Mutation: Safe Runtime Restructuring for Multi-Agent LLM Systems with Capability, State, and Shadow Invariants SkillMAS: Skill Co-Evolution with LLM-based Multi-Agent System
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T12:21:06.124194Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.