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Paper Citation Record · LEDGER

SkillRouter: Skill Routing for LLM Agents at Scale

As of 5 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 30 inbound Pith citation observations for arXiv:2603.22455.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2603.22455 v5

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T17:42:57.181796Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 30 of 30 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T23:05:28.027822Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved32
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation b48ecab1-22fb-479c-8da8-582caa579c4f · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 1

Resolution
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no resolver link, observed 2026-08-02T17:42:57.046640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.046640Z digest=sha256:c2f8321aff35adeb95da42feab186f7bdf67d4cdfd7e194fc121b482c78565ce

Observation 99cd9ad2-3f41-47bb-a477-cfefe6508eda · outbound

This paper cites 17 Preprint.

SkillRouter: Skill Routing for LLM Agents at Scale 17 Preprint

Reference 2

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no resolver link, observed 2026-08-02T17:42:57.051173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.051173Z digest=sha256:0543f512b95bc51018a3b409c1d0c0fa1a253d9040bdd5f394fd9fd19e69e26d

Observation 443dd262-e662-477d-ae40-a27e9028cfe3 · outbound

This paper cites In total, 39,065 false negative pairs are removed (approximately 10% of all mined negative pairs).

SkillRouter: Skill Routing for LLM Agents at Scale In total, 39,065 false negative pairs are removed (approximately 10% of all mined negative pairs)

Reference 3

Resolution
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no resolver link, observed 2026-08-02T17:42:57.055938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.055938Z digest=sha256:0830faaa24d87eadc9c0db79bb6e6c29a2b2b2fb7a15e648d3a8607f69daa355

Observation 01d6bad2-4902-4c60-9cee-b5369f7e6c73 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.094523Z digest=sha256:dd855a6fef554163eded51ef784f0921e17d590ba6890ff27d0e1cb82c2bf093

Observation 0eb6d6b1-07da-45ae-857c-4ca935dd8f30 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.060896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.060896Z digest=sha256:5558f5f8d9c7922dae4169ccc7dde14a03c644b5e79cf533c99f880b126550e3

Observation 03ec92a1-41ce-43f8-8314-5b433c987931 · outbound

This paper cites video + timestamps → speech-to-text.

SkillRouter: Skill Routing for LLM Agents at Scale video + timestamps → speech-to-text

Reference 6

Resolution
malformed identifier
no resolver link, observed 2026-08-02T17:42:57.065706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.065706Z digest=sha256:2c43ccbff991b956d261766e4795797f30bad28be9229feacf57185d5517ddbc

Observation b99a66d4-6d94-4bb0-a5ce-f9025f5bbeaa · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.071156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.071156Z digest=sha256:b57047fbdb4093a14bc27e0bd3a8c64b9e7d122e943ab17856f3d673c96b4947

Observation d2c475be-1f2f-4bc6-b3cc-400ddba127bb · outbound

This paper cites Entries judged as functionally equivalent are removed.

SkillRouter: Skill Routing for LLM Agents at Scale Entries judged as functionally equivalent are removed

Reference 8

Resolution
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no resolver link, observed 2026-08-02T17:42:57.075537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.075537Z digest=sha256:7bf9f7c371c70d276098cea31cb0789df113c17cf3bd25104be8c72720efb16a

Observation 5436adca-564d-4cfb-b3d3-2525a1e0b21f · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 9

Resolution
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no resolver link, observed 2026-08-02T17:42:57.080219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.080219Z digest=sha256:b93911ceed8613385a0f6b548b26bd0b52a7d6065152d6ccf87d6af0ed771f8f

Observation c0a5f836-5ebe-4342-b3c9-b8d4587bb95a · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-02T17:42:57.085155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.085155Z digest=sha256:cd565eac5dfb38b38632497161dcf65475f16aff3f5b7a84eca4bdac68372a57

Observation 1c61f175-95ae-484a-a3fe-36bbe8bf8db0 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 11

Resolution
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no resolver link, observed 2026-08-02T17:42:57.089719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.089719Z digest=sha256:6e4adeb6b6e8d552f0ba26728f81666810043862ccb8753b4197ea3584ef3d89

Observation 6df38b90-289e-4f04-9130-e9a13c1d9f9d · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 13

Resolution
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no resolver link, observed 2026-08-02T17:42:57.099279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.099279Z digest=sha256:69a30c467442e23a4ba17969467f755fb82ccc5dd3aad011eb286ab08f2bef10

Observation 96b762b8-5cb6-482b-8bb4-140cd48edfce · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 14

Resolution
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no resolver link, observed 2026-08-02T17:42:57.103456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.103456Z digest=sha256:69a6cb825658cbd156016190b64e663defdd7543dd9f65ba1fcc1e1db3b18b8c

Observation 0dc3cfbf-131b-41b3-8453-1b620427d193 · outbound

This paper cites No preamble, no explanation.

SkillRouter: Skill Routing for LLM Agents at Scale No preamble, no explanation

Reference 15

Resolution
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no resolver link, observed 2026-08-02T17:42:57.108222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.108222Z digest=sha256:eaf490678be57c9e14bcfb7c4dfa4b8c1fe2401f48074d149f5ee354341dd1f6

Observation ececaa80-4130-4d37-aec2-1d3c900598f3 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.112312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.112312Z digest=sha256:d4288b03dc5e8f3c39efd63c2e93bf8d9ac2ff3a3f40370ed740f0812475e948

Observation e1e09c9c-c3b2-4199-9fc3-7c7a260d8cc8 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 17

Resolution
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no resolver link, observed 2026-08-02T17:42:57.116335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.116335Z digest=sha256:da16cfd5c96d86b07f935828b66e94c3b19f530fcadef0c79dd786db945219e0

Observation c2bf7f3b-c60a-42ae-b1c2-1d3e77a16459 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 18

Resolution
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no resolver link, observed 2026-08-02T17:42:57.120332Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.120332Z digest=sha256:cbb4c92f5e3139f1b7559db91783d2eb1ab71f987766b00114b50055f7606e59

Observation 576438d4-5517-46ca-b7c3-148c95eed29e · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 19

Resolution
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no resolver link, observed 2026-08-02T17:42:57.124312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.124312Z digest=sha256:a99a161e0bfd0c0516de80b00a768a0e2cb75027a5706709e65bc3cdb5270f16

Observation 29a58d6e-bab4-4a99-90bc-06197689ed92 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.128380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.128380Z digest=sha256:bed74a09264eaea26dff8f53762eef93a6d1715ab35b76beff6e229e53123ab0

Observation 84dc423d-87dd-4d0a-b43c-86eb0ee1c257 · outbound

This paper cites Indirect queries (88 total).These describe a high-level need requiring capability inference to connect to the skill (50–180 words).

SkillRouter: Skill Routing for LLM Agents at Scale Indirect queries (88 total).These describe a high-level need requiring capability inference to connect to the skill (50–180 words)

Reference 21

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no resolver link, observed 2026-08-02T17:42:57.132491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.132491Z digest=sha256:e37893a13981634d8215ce5e750d885ca9caea981e326d268e34fdf533d79085

Observation 0ff0f52e-4305-4e0d-98a0-00282d02527f · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 22

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no resolver link, observed 2026-08-02T17:42:57.136423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.136423Z digest=sha256:dbee8619f95eecca7d904312dc667fa8376368d934e8a55e37efa8fd7820b2ac

Observation ff65bfd5-e01f-4ebd-a0f4-2c0812b5c3f9 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 23

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no resolver link, observed 2026-08-02T17:42:57.140168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.140168Z digest=sha256:80dea646c99da5c69f6aaeb5e6d56bb18671fd9cd5f7c4b13a69ebf36b12df79

Observation 3433302b-3386-43d2-964c-e6386ac8bc51 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.144520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.144520Z digest=sha256:52273d21c62ccf2787ed85323b4b09404f9e8c5fa122e9e1bcbe46593181a5e0

Observation bed01585-56d5-4b6a-bd99-adf32e322ed8 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 25

Resolution
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no resolver link, observed 2026-08-02T17:42:57.148553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.148553Z digest=sha256:a7dc0391e23c1f95a35d5ab3b5519f6ab4d83b4b3f42eb65739c753786ad3950

Observation 0b032a6f-5b85-4f90-b99f-644299d3af70 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-02T17:42:57.152532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.152532Z digest=sha256:7aa3ef64d6a859418a926b93641a2e473ae04bc138721e66df391ccd3276137f

Observation a345b331-9508-4528-8f70-be2da7f347c8 · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 27

Resolution
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no resolver link, observed 2026-08-02T17:42:57.156504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.156504Z digest=sha256:c825c4385089977cd0bbc5ca77485a6f842752894c9c0e3abb43f7e7d616ba09

Observation a8afe085-a68b-45d4-ae22-f7b4d45df61b · outbound

This paper cites Automated quality control.Each generated query undergoes three checks: (1) skill-name leakage detection, (2) CLI command-name leakage detection, and (3) length compliance.

SkillRouter: Skill Routing for LLM Agents at Scale Automated quality control.Each generated query undergoes three checks: (1) skill-name leakage detection, (2) CLI command-name leakage detection, and (3) length compliance

Reference 28

Resolution
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no resolver link, observed 2026-08-02T17:42:57.160572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.160572Z digest=sha256:42e91c2fcbde85343db74cb5439d110d21c70905548cdb7954843009c77831ea

Observation ebf609d3-5741-432b-a166-447625cb94fa · outbound

This paper cites This separation prevents any overlap between evaluation queries and training data in terms of model, prompt template, and source distribution.

SkillRouter: Skill Routing for LLM Agents at Scale This separation prevents any overlap between evaluation queries and training data in terms of model, prompt template, and source distribution

Reference 29

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no resolver link, observed 2026-08-02T17:42:57.165394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.165394Z digest=sha256:f2fc6236f741274ae03e596dde3d3c92d0be3efb7c38673172f8e7fea66fdcbb

Observation c1cfc306-6372-4b14-8f28-692052ac4614 · outbound

This paper cites Non-conforming queries are regen- erated up to 3 times before being discarded.

SkillRouter: Skill Routing for LLM Agents at Scale Non-conforming queries are regen- erated up to 3 times before being discarded

Reference 30

Resolution
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no resolver link, observed 2026-08-02T17:42:57.169493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.169493Z digest=sha256:eab9711557277d7c713ddf3d6c017188e767a8d1fd8708de77de4eb8a6d22cdb

Observation 0019ed26-fe5c-42be-a7df-7a6a45103d7a · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.173471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.173471Z digest=sha256:ff7135b53e30fa8382b03453d363f61e85a452131a5d68aa2e5cf42fdb67eff8

Observation 679e73ab-fce8-4bbe-99b3-444a7fbcb49f · outbound

This paper cites an unresolved cited work.

SkillRouter: Skill Routing for LLM Agents at Scale Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.177518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.177518Z digest=sha256:742bc5b19d859dfac47e3b98161471fa93e8d9fc383b418845d3920242518001

Observation 3c4ca1ab-4f08-4cf0-88cd-5c44ffe32517 · outbound

This paper cites M.5 Full results Table 26 reports the full encoder-only and encoder×reranker results on the 77K pool with 256 single-label queries.

SkillRouter: Skill Routing for LLM Agents at Scale M.5 Full results Table 26 reports the full encoder-only and encoder×reranker results on the 77K pool with 256 single-label queries

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-02T17:42:57.181796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.181796Z digest=sha256:8ecf89c739eefefb9a4ba584fa247e11d279c666339cf5e8097e758a96f5459a

Observation 284f0760-043a-40ba-8738-5c855e9539c9 · outbound

This paper cites C-Pack: Packed Resources For General Chinese Embeddings.

SkillRouter: Skill Routing for LLM Agents at Scale C-Pack: Packed Resources For General Chinese Embeddings

Reference 2024

Resolution
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no resolver link, observed 2026-08-02T17:42:57.039756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T17:42:57.039756Z digest=sha256:c1ff5cb14c1af3972fdd329849ca5df0b3b1d3e511cc4e8f2d1f2a4627705fed

Pith citing papers

Observation 2c44784e-e5ba-47c3-acc3-d47dc4af6007 · inbound

SkillMOO: Multi-Objective Optimization of Agent Skills for Software Engineering cites this paper.

SkillMOO: Multi-Objective Optimization of Agent Skills for Software Engineering SkillRouter: Skill Routing for LLM Agents at Scale

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:26:53.857991Z digest=sha256:6db5508b5e6bfabf9eeea70cbf6c8b5f1101d44f112ccf89461840998391f7aa

Observation 0af7d147-78b9-4323-a453-cc48c569545c · inbound

SkillMOO: Multi-Objective Optimization of Agent Skills for Software Engineering cites this paper.

SkillMOO: Multi-Objective Optimization of Agent Skills for Software Engineering SkillRouter: Skill Routing for LLM Agents at Scale

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-21T09:54:47.737146Z digest=sha256:2e442a8b7932218c731b9ca27246474244e59301e751f330f8276cde19cc7f01

Observation de38a782-23a1-4f78-8249-15653ee3dc53 · inbound

Know When to Trust the Skill: Delayed Appraisal and Epistemic Vigilance for Single-Agent LLMs cites this paper.

Know When to Trust the Skill: Delayed Appraisal and Epistemic Vigilance for Single-Agent LLMs SkillRouter: Skill Routing for LLM Agents at Scale

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T07:48:38.020486Z digest=sha256:b66aa2ee132343d16b99b48fa6bcf07f53a29ac0148d6fa313d08617bcada455

Observation 075744f2-5520-4f70-9f6a-03b3e47e77e4 · inbound

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology cites this paper.

SkillGraph: Self-Evolving Multi-Agent Collaboration with Multimodal Graph Topology SkillRouter: Skill Routing for LLM Agents at Scale

Reference 54

Resolution
metadata mismatch
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T05:23:34.996713Z digest=sha256:adc7e954e5b69ea0839f75a7ea838208c6b083b7d6a074de403d601fdf250b18

Observation 3d0c8c0f-d240-46d8-972b-a213dd5eb163 · inbound

From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills cites this paper.

From Skill Text to Skill Structure: The Scheduling-Structural-Logical Representation for Agent Skills SkillRouter: Skill Routing for LLM Agents at Scale

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-08T04:05:49.308804Z digest=sha256:333a02f715ae69adac3f80962d0a7e01db361f3bfeff0b215169eb7496750ff4

Observation bbf55b1d-c15e-4bd9-a727-7fc5ce875670 · inbound

SkillRet: A Large-Scale Benchmark for Skill Retrieval in LLM Agents cites this paper.

SkillRet: A Large-Scale Benchmark for Skill Retrieval in LLM Agents SkillRouter: Skill Routing for LLM Agents at Scale

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-08T11:39:06.544414Z digest=sha256:49a20170309be4cee8e274f147af8f6dbfeafbfb814661841aedcb9bef846d71

Observation 61a59273-6766-484e-9e4a-3885a12521a9 · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications SkillRouter: Skill Routing for LLM Agents at Scale

Reference 111

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T01:47:39.926540Z digest=sha256:70d168a419b21309f9f2cb7e328efbcb3d46c22d5a6c35dbc463c5e35d7d836b

Observation a8e214f3-77ef-40d0-82a9-ca23434352b2 · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications SkillRouter: Skill Routing for LLM Agents at Scale

Reference 112

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T23:15:44.550045Z digest=sha256:8470f37a0e0136d22bb0959265eeab2b95bd365935527e88a19ef48024bcb467

Observation 09673594-4b96-47f7-b920-3424f5f9bb7e · inbound

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications cites this paper.

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications SkillRouter: Skill Routing for LLM Agents at Scale

Reference 105

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-30T23:23:42.883286Z digest=sha256:dfbb153ce9262a16e9e4ac2fac29a82e88faf21aab70e2fb0a0b060f9aa3c196

Observation 875bbe01-4681-4048-aff6-8a6f7f9d2057 · inbound

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents cites this paper.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents SkillRouter: Skill Routing for LLM Agents at Scale

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:e2cd296cdbe6fdb9bdf55c8add45a385a5d53cc36f2ffa4b72cb5af20392885d

Observation 6b4e3e4c-e2d9-41d9-806d-5d65a1803067 · inbound

Evidence Over Plans: Online Trajectory Verification for Skill Distillation cites this paper.

Evidence Over Plans: Online Trajectory Verification for Skill Distillation SkillRouter: Skill Routing for LLM Agents at Scale

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T02:37:27.532261Z digest=sha256:f976fc0ce3e9c11f82f61cc81da53d072974106d9fee13281bdbdcabd8dc4db8

Observation b4f50110-e39d-4ecd-aed9-c37392c63f0e · inbound

Evidence Over Plans: Online Trajectory Verification for Skill Distillation cites this paper.

Evidence Over Plans: Online Trajectory Verification for Skill Distillation SkillRouter: Skill Routing for LLM Agents at Scale

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-30T22:49:45.965536Z digest=sha256:50cb58e15cc920e1b072949c6381053655d874f5e550a3a3c0daaba9e706148e

Observation 864a4322-b7a9-4815-a174-94337580713d · inbound

SkillRAE: Agent Skill-Based Context Compilation for Retrieval-Augmented Execution cites this paper.

SkillRAE: Agent Skill-Based Context Compilation for Retrieval-Augmented Execution SkillRouter: Skill Routing for LLM Agents at Scale

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T02:55:05.775217Z digest=sha256:102fd9ba19954ed0a62a05c12828df6baaf767327ad2aab49d991373c63eb764

Observation cfca027f-cc3c-4414-9548-33a97f982d9b · inbound

Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning cites this paper.

Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning SkillRouter: Skill Routing for LLM Agents at Scale

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-12T03:45:06.199636Z digest=sha256:315787f26907629f35b2515f09916f22ea880430133c1d245b74f6de916b7a16

Observation 1df0b474-7a91-40ee-9d42-963edb258da5 · inbound

Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning cites this paper.

Dynamic Skill Lifecycle Management for Agentic Reinforcement Learning SkillRouter: Skill Routing for LLM Agents at Scale

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T22:19:49.016156Z digest=sha256:3e08005ed6d6781fb05214dd301c1b875908a1d5c1e65e569b513a1f6c9815af

Observation 184c67a8-1d2d-4784-b614-418db3778f0e · inbound

The Scaling Laws of Skills in LLM Agent Systems cites this paper.

The Scaling Laws of Skills in LLM Agent Systems SkillRouter: Skill Routing for LLM Agents at Scale

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T18:10:08.737710Z digest=sha256:96bfb1628d736ae1444fbe8eaf81997e8e09ca1ed965deff3d8d250bda671758

Observation 8cbb6765-ef72-4993-981d-99c44c6c367a · inbound

SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution cites this paper.

SkillsVote: Lifecycle Governance of Agent Skills from Collection, Recommendation to Evolution SkillRouter: Skill Routing for LLM Agents at Scale

Reference 77

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T11:40:45.397038Z digest=sha256:b6505a7cfcc2a93530c3d4dac146c90edb20c0caf2e28b10d2139d8625e27ac9

Observation fb3bb131-514e-4531-8aae-40dc40692e6f · inbound

Skill or Skip? Learning Selective Skill Invocation in Agentic Tasks via Dual-Granularity Preference Learning cites this paper.

Skill or Skip? Learning Selective Skill Invocation in Agentic Tasks via Dual-Granularity Preference Learning SkillRouter: Skill Routing for LLM Agents at Scale

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-28T19:10:18.320274Z digest=sha256:367553c3ac275d6dcbe60fd30d43fb6394f99751b648a6ef969e866ba78707f7

Observation 61634fe3-3866-47c2-a158-e3c32ff77209 · inbound

SkillAxe: Sharpening LLM-Authored Agent Skills Through Evaluation-Guided Self-Refinement cites this paper.

SkillAxe: Sharpening LLM-Authored Agent Skills Through Evaluation-Guided Self-Refinement SkillRouter: Skill Routing for LLM Agents at Scale

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T11:21:48.801593Z digest=sha256:5fdc84ba38ee2a68adb34c5563df1ae1ef5bdb93cf7361706d7b451e2f335ca8

Observation aca5d54a-44f7-4777-8a98-ade71fb1a909 · inbound

Agent Skill Evaluation and Evolution: Frameworks and Benchmarks cites this paper.

Agent Skill Evaluation and Evolution: Frameworks and Benchmarks SkillRouter: Skill Routing for LLM Agents at Scale

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T13:09:56.222961Z digest=sha256:3e1ff778fdca0402f49a0e601481e849c5b0eb82fb84c972dd08d74659498595

Observation b7e95f7d-e0cf-4af8-a04b-660ac8e03c0d · inbound

Skill-Augmented AI Agents for Medical Research Analysis: An Exploratory Multi-Model Human Evaluation in an NSCLC Transcriptomic Biomarker Task cites this paper.

Skill-Augmented AI Agents for Medical Research Analysis: An Exploratory Multi-Model Human Evaluation in an NSCLC Transcriptomic Biomarker Task SkillRouter: Skill Routing for LLM Agents at Scale

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T09:55:01.205573Z digest=sha256:6a280291bd7918441a3fec87e74d7e6134a542943664307d86836b6cf51fc7d8

Observation 5357aa61-ded8-4cce-a22f-6c65dc33326e · inbound

Looking Is Not Picking: An Attention-Segment Account of Tool-Selection Failures in LLM Agents cites this paper.

Looking Is Not Picking: An Attention-Segment Account of Tool-Selection Failures in LLM Agents SkillRouter: Skill Routing for LLM Agents at Scale

Reference 46

Resolution
metadata mismatch
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-30T10:52:08.721745Z digest=sha256:4fb4466c8b767d20bd74ac5c8ff286559c64371a1e17868b8a2079c2e62d881b

Observation 23a1bab3-3597-45fa-b6c4-1f0eb0c3cfa6 · inbound

Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery cites this paper.

Scaling Enterprise Agent Routing: Degradation, Diagnosis, and Recovery SkillRouter: Skill Routing for LLM Agents at Scale

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-27T01:21:05.583428Z digest=sha256:62b268873fb703861ac3c908d09558d36e3959613c4353fbb914350f59e52402

Observation 2b1ff148-9e35-4e9e-91ac-f98d91f23023 · inbound

Compositional Skill Routing for LLM Agents: Decompose, Retrieve, and Compose cites this paper.

Compositional Skill Routing for LLM Agents: Decompose, Retrieve, and Compose SkillRouter: Skill Routing for LLM Agents at Scale

Reference 64

Resolution
verified exact
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-27T00:37:50.570757Z digest=sha256:6f458a753d6eb0cc47e92c6e3d0df18504334ef42e255884692a7a6cbe317a0a

Observation 6e634239-82b0-41d8-bf4a-a0ee9ad8b0ed · inbound

Generative Skill Composition for LLM Agents cites this paper.

Generative Skill Composition for LLM Agents SkillRouter: Skill Routing for LLM Agents at Scale

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-07-01T05:29:11.490033Z digest=sha256:af2418da82eada0f5b805561f235975d2b0007faa2de087972a948b82a37b9b2

Observation 389d364b-560d-4707-ba55-8c32b22172d2 · inbound

Task Decomposition-Guided Reranking for Adaptive Agent Skill Retrieval cites this paper.

Task Decomposition-Guided Reranking for Adaptive Agent Skill Retrieval SkillRouter: Skill Routing for LLM Agents at Scale

Reference 16

Resolution
metadata mismatch
arxiv_id, observed 2026-07-21T02:21:33.547916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-07-08T11:37:11.733780Z digest=sha256:24c877ae8fab448448d23c2c37c0178013edcb5164f48c7ba2ad0561280b5165

Observation e39ead87-680a-4ab6-ab4a-a10ea06bd2d7 · inbound

SkillCorpus: Consolidating and Evaluating the Open Skill Ecosystem for Real-World LLM Agents cites this paper.

SkillCorpus: Consolidating and Evaluating the Open Skill Ecosystem for Real-World LLM Agents SkillRouter: Skill Routing for LLM Agents at Scale

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-01T23:04:13.329488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T23:04:13.329488Z digest=sha256:56b00f940a02a1ad700b38bfa764385052eac5027597a7c78a789ac3d3a78c0b

Observation 2e7f8747-e112-4016-babb-907f21625bf3 · inbound

SkillSight: Seeing Through Shared Descriptions for Accurate Skill Retrieval cites this paper.

SkillSight: Seeing Through Shared Descriptions for Accurate Skill Retrieval SkillRouter: Skill Routing for LLM Agents at Scale

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-01T14:26:08.448622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T14:26:08.448622Z digest=sha256:5a9ede27b1031252aec37ff9dc010f14a63ab1950729216175e8a952066bcd6a

Observation c510e8d0-733c-4dc1-b50e-b8b0006b09f9 · inbound

Progressive Agent Skill Generation via Reinforcement Learning cites this paper.

Progressive Agent Skill Generation via Reinforcement Learning SkillRouter: Skill Routing for LLM Agents at Scale

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-04T23:05:28.027822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T23:05:28.027822Z digest=sha256:e74569f556af3f8d085e5d9d1af51dc08b3758e046799b98db1521f760e1d21b

Observation dbede0bd-b0d5-4924-a5cb-0f730eaf6c76 · inbound

SkillTrace: Traversing a Query-Skill Graph for Composable LLM Agents cites this paper.

SkillTrace: Traversing a Query-Skill Graph for Composable LLM Agents SkillRouter: Skill Routing for LLM Agents at Scale

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-04T08:50:10.122775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T08:50:10.122775Z digest=sha256:94e6e95ab1528dbea243f6f8b4edf279173cda64b702372261d55f60898abefb