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Paper Citation Record · LEDGER

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents

As of 4 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2605.08386.

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

pith.paper-citation-record.v1
2605.08386 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-12T01:12:52.837729Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T10:33:38.479357Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T09:09:42.613071Z

Reference resolution

48 of 48 outbound references displayed

  • verified exact27
  • verified fuzzy8
  • unresolved7
  • parse uncertain3
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 57522ceb-e295-4061-9f11-34789cd0a780 · outbound

This paper cites EvoSkill: Automated Skill Discovery for Multi-Agent Systems.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents EvoSkill: Automated Skill Discovery for Multi-Agent Systems

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-17T02:25:05.619029Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:39d0615a088649f28f86edd81a69704228cdc9cea6818a3a01d38f4e429c40a9

Observation a0fec300-056b-41d5-92e1-ad4e70e3e2eb · outbound

This paper cites Towards Explorative IRBL: Combining Semantic Retrieval with LLM-driven Iterative Code Exploration.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Towards Explorative IRBL: Combining Semantic Retrieval with LLM-driven Iterative Code Exploration

Reference 2

Resolution
metadata mismatch
local_arxiv, observed 2026-05-12T08:21:25.447150Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:81308caa8c76c84b74a2f79aad573e3a1837fb3a2079299cc2caa3d55e40b249

Observation feecc871-3994-43d5-a226-e4efa786779d · outbound

This paper cites AutoManual: Constructing Instruction Manuals by LLM Agents via Interactive Environmental Learning.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents AutoManual: Constructing Instruction Manuals by LLM Agents via Interactive Environmental Learning

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:21:25.520782Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:ebf157644e30b7fa8be0009fb0f754f6e5e35573a226e03e0ad25b233130de48

Observation eeb3198a-6d00-47b1-b397-e34dbbe39fdd · outbound

This paper cites Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.484465Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:81ad723dae717f2eba1f02fa6d1c490f9166081878462baf916c88ea7acc5e66

Observation 46c37497-a9cf-499b-9561-375dcdae961a · outbound

This paper cites Memory for autonomous llm agents: Mechanisms, evaluation, and emerging frontiers.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Memory for autonomous llm agents: Mechanisms, evaluation, and emerging frontiers

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:21:25.539847Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:3e5cdce2924098c1a941d2cd971450518c1b25925e060699e9e6e2672525af7a

Observation 87e3953d-33c6-4358-a19d-1ef9b541192e · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-14T08:10:58.313474Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:adb66a45bc2ad7002bdb8f97e780b675b6294fb6a66fa88bb9b91a32b0266639

Observation e9a19f67-02b7-4f58-ab04-4e1e4ce2f40c · outbound

This paper cites Memp: Exploring Agent Procedural Memory.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Memp: Exploring Agent Procedural Memory

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.510909Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:4416da79baabe37f71f413eff1fff8746deca8b281aa88c45be76d74ae421193

Observation f86c1a74-52bd-4df0-887b-27d0edb9696c · outbound

This paper cites On three-layer architectures.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents On three-layer architectures

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.307846Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:aa2e5369bbbc7b29e7b4ec5c760bb454feb9d7cc9e207480dc94f4c1d593adb4

Observation 8a392232-8be9-4792-870a-d37aafd58698 · outbound

This paper cites Liu, Jongwook Choi, Sungryull Sohn, Yao Fu, Jaekyeom Kim, Dong-Ki Kim, Xinhe Wang, Jaewon Yoo, and Honglak Lee.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Liu, Jongwook Choi, Sungryull Sohn, Yao Fu, Jaekyeom Kim, Dong-Ki Kim, Xinhe Wang, Jaewon Yoo, and Honglak Lee

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.304955Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:111845046586aca2dcc83f8bce719d4b896d40f101dd08bc7daa1c2c1471b7a5

Observation 679039bc-7cdd-4a9a-93ea-ae5b88f5dfe2 · outbound

This paper cites How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.463077Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:eda2e5f6e1497f47620aa02da276185b8ee67e4b911639de107ad88c7b853926

Observation 27780c4f-4788-43e5-9136-4241961d66bc · outbound

This paper cites Self-Refine: Iterative Refinement with Self-Feedback.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Self-Refine: Iterative Refinement with Self-Feedback

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.544704Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:50d7b8812b6d679233180a569ec2cab5a193446e5d93e93b1cebb35395a23843

Observation 9d0f598c-3ef0-4dbc-8918-e656370e005e · outbound

This paper cites Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.556207Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:1de01d586a0ab87797b693ff1b89fa367ba09d24176734831984814a9e5ba751

Observation 0dc48e96-cfcc-4111-a43a-e108fc73a544 · outbound

This paper cites Nemhauser, Laurence A.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Nemhauser, Laurence A

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.343467Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:dbb8a9d32e768e5e934e65feb42aad44d12c1521c207b541b58af41c8ab87843

Observation e9552e0b-ada8-449a-b064-4c86d6453120 · outbound

This paper cites Rodrigo Nogueira, Zhiying Jiang, Ronak Pradeep, and Jimmy Lin.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Rodrigo Nogueira, Zhiying Jiang, Ronak Pradeep, and Jimmy Lin

Reference 14

Resolution
verified exact
doi, observed 2026-05-12T01:16:14.293026Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:c9b2d159ab8c3fc0ccc68f6622de703aae5ea54472d3bd6da779f2ef884da2e0

Observation c0784a5b-b237-4a40-a8b8-082810c7d5e0 · outbound

This paper cites Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering , pages =.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering , pages =

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-12T01:16:14.282082Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:4b3a9bd5f370390a27538a89cb17e8be31f38038a37c3572000842a549780049

Observation 22dc39b9-99a3-48d2-9b88-2cbda3a56e9b · outbound

This paper cites Saha, Matthew Lease, Sarfraz Khurshid, and Dewayne E.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Saha, Matthew Lease, Sarfraz Khurshid, and Dewayne E

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-12T01:16:14.272194Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:6c4dde88ccaf0f11c80bdada1f8c97721c80f64f825ad3daecc8bebfd02c4004

Observation 0985674b-1fd0-4867-8868-2d59c50e9f6c · outbound

This paper cites Toolformer: Language Models Can Teach Themselves to Use Tools.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Toolformer: Language Models Can Teach Themselves to Use Tools

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.478465Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:8acb105b86580ba3e0fd56f2b397191ac4656015be46297391304d075c05ae1d

Observation d40dc9a2-dede-45f1-9c6f-d598b3343ace · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.551201Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:81face311afdea2172d0540fa1a43c38095f2cb0faabcc2700e3bb46ceca871c

Observation e0869102-d860-40c8-b170-8258cf882157 · outbound

This paper cites Alfworld: Aligning text and embodied environments for interactive learning.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Alfworld: Aligning text and embodied environments for interactive learning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.324262Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:fa3abcea4d54d97a65570294716f23553a94f8a169048cb329079a11ba07d6d9

Observation 0ddfef04-16ab-4b2d-9c84-0c1a01b342d9 · outbound

This paper cites Sutton, Doina Precup, and Satinder Singh.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Sutton, Doina Precup, and Satinder Singh

Reference 20

Resolution
verified exact
doi, observed 2026-05-12T01:16:14.301536Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:b2cb78ca5b74ce84e5f6bd3ec7c0d8c796a1d925993d35795d1fc1ed62bd26eb

Observation c167eb1e-ab13-4918-b1c9-0722a2b3f758 · outbound

This paper cites FeUdal networks for hierarchical reinforcement learning.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents FeUdal networks for hierarchical reinforcement learning

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.330881Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:f3a28fc3b7277544f85f49df4231a96e3a85d0e29ccf343388cffdf7cf95721d

Observation 41e8cff7-3cbc-4bd4-b8f8-9d5689ae9437 · outbound

This paper cites V oyager: An open-ended embodied agent with large language models.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents V oyager: An open-ended embodied agent with large language models

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.319345Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:4fbbba166c145817fda107dd493b388e7c22d0efbe1c5d722a815df3b219b9be

Observation 5b59125d-bbf4-44c5-8491-3b5572181227 · outbound

This paper cites Executable Code Actions Elicit Better LLM Agents.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Executable Code Actions Elicit Better LLM Agents

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:21:25.533347Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:11fb9085bd79b8e505f45e7626196a695bfeec3aca4af884bb676eb9d322e5fd

Observation 647dd486-b5ac-4ab7-a6f9-13a9c1841988 · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Agentless: Demystifying LLM-based Software Engineering Agents

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.560640Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:cea3b82a49e0c090b1d5b094f85e57a8885632a5819e8e439ecc92b364bd49c1

Observation 7d5ae003-e008-4785-9ed4-3d7c49be7195 · outbound

This paper cites Agent Skills for Large Language Models: Architecture, Acquisition, Security, and the Path Forward.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Agent Skills for Large Language Models: Architecture, Acquisition, Security, and the Path Forward

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-13T07:39:45.524165Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:1ee04e94cbd341a5bf388f3030a36040b1292040c3bbdc05c2420866488e40d2

Observation 2092ed85-0895-4a43-8cdd-79fe1bbf10e7 · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents A-MEM: Agentic Memory for LLM Agents

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.504774Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:082d32201604060b40cc4c3e60434dfd08d6cbcb288e75581785518d17838849

Observation 9fa6e187-d430-44c8-befe-3834d300d678 · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-05-12T08:21:25.489415Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:14aef66f28c066fecede1f7a3969fd387f012d621b50c7f9e32daa1f355b9ed8

Observation f22b4ef0-f3fa-4e2b-8ad2-c9a0ba31c109 · outbound

This paper cites Autoskill: Experience-driven lifelong learning via skill self-evolution.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Autoskill: Experience-driven lifelong learning via skill self-evolution

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:21:25.525858Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:a5d047651c3f652d3837fc528676ba9982c50218b1e8a83eca079d6c76501f5c

Observation b62bdb4e-4fc0-4fab-a812-b31b60da271a · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents ReAct: Synergizing reasoning and acting in language models

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.316654Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:0b1cc9ac19eb834c29998766dac3c1963f6106b95ea9501011d48a7454f4d345

Observation a4be8f94-e424-4cc1-8d02-802baacbe6c8 · outbound

This paper cites RepoCoder: Repository-level code completion through iterative retrieval and generation.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents RepoCoder: Repository-level code completion through iterative retrieval and generation

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T08:10:58.353425Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:290380f5fb8a7049f675bcc8fa344de32db5ab18acf6d45b53ca6b1399a4bc57

Observation c20ed225-a3af-4cc2-9b3b-a115a5a3e633 · outbound

This paper cites RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:21:25.515933Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:6b6318d2701e2bf2ee65156c69aeadc7ace35579dfcd1a8039f2e65fb560ac0e

Observation de16302c-582e-431a-874f-e98ee11abcfb · outbound

This paper cites CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-12T08:21:25.468578Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:175db76ac0278ca20337eaa51ee8f1892d03b00747b1fa5b4ce5aaac95072a63

Observation f1cdb53a-de13-4428-97a5-dcb17c5f2f6e · outbound

This paper cites AutoCodeRover: Autonomous Program Improvement.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents AutoCodeRover: Autonomous Program Improvement

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:21:25.473819Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:b84ab73f56fed9eaa337f6dc8afcd121fa265ebc2b6db656792558c89ec6d929

Observation affbda87-69bf-471d-a9b3-6387e44a83d1 · outbound

This paper cites arXiv preprint arXiv:2509.25242 , year=.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents arXiv preprint arXiv:2509.25242 , year=

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-12T01:16:14.288100Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:00ab08fd03bc20fe780e4526c954f93a7b5280251c2a9478fe9594ba15fd1406

Observation 7475f842-4c24-40c5-afbd-e1379ffc3f80 · outbound

This paper cites A Survey on the Memory Mechanism of Large Language Model based Agents.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents A Survey on the Memory Mechanism of Large Language Model based Agents

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-15T07:21:40.159508Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:0fa5bbc7272a4c6789b7f414e8940eb36e1f9ffadf2005c5b676402487aad7a6

Observation 46081942-6dc0-45a7-8168-9a78a9d940bc · outbound

This paper cites target_host.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents target_host

Reference 36

Resolution
metadata mismatch
doi, observed 2026-05-12T01:16:14.276710Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:cd3debeae111bb4f1a61ab2033a2d3ec1d47a3e2695547868b7fe27b4ea19c65

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

This paper cites SkillRouter: Skill Routing for LLM Agents at Scale.

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 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:99f137c7eee473179fd987c410f71888b96230306a4e792e56cd6d5af860cebc

Observation 4591eaca-1a82-4a88-b4ec-bc6edafa0cc4 · outbound

This paper cites MemoryBank: Enhancing Large Language Models with Long-Term Memory.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents MemoryBank: Enhancing Large Language Models with Long-Term Memory

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-16T07:18:09.072821Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:ce629e6bbadd8b25b9395a587205408e71ceb2ee8e775126d3890de6037ece17

Observation 4019ec0d-349e-421c-be6d-39d9ae961b0b · outbound

This paper cites does not start with.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents does not start with

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-05-12T01:16:14.298257Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:0785cf3e6f457345fdbfa685761068252785628b66e6464fff250f8dc55a000b

Observation bb52a587-c87e-4401-8984-e2f4382e25b9 · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-05-14T08:10:58.338274Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:0bc2723575eaf402da8e1111be90fd2df456b48077544bf06a2eeb678af2de13

Observation dc61e6ab-a04b-4fd4-b925-1138c0103408 · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-05-14T08:10:58.321536Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:63401e511fb7ac13682478c764c193f9dfe5c9b26606a44819e9b076bc959e90

Observation b08d283c-caa0-4814-8231-2cec7aa062ea · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 42

Resolution
parse uncertain
raw_fallback, observed 2026-05-14T08:10:58.346750Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:16a2ae97a82c55d031a9f36d94a6b68dc9e174d943701695bd3e14c518298d1a

Observation bf77df6c-3792-4b61-93ca-1b80dff73e12 · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 43

Resolution
parse uncertain
raw_fallback, observed 2026-05-14T08:10:58.327781Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:3082be52853af2dce6672809dbdf7fbc018d6203be9ac54244e3f24a10847d8d

Observation 1ab811a2-326a-4df8-8daf-b23cab1c34d9 · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-05-14T08:10:58.349963Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:5523e4e700d15aa086893d791c937b170600a663caf3353b1d0526f2ad54c05e

Observation eb9ffad1-7a9d-497a-a275-dea9c162b8bc · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-05-14T08:10:58.336073Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:37c5d1e7c499ecf154264c9a00aeed3d6aaf9e7a3229a12bf572616ca7bf5a98

Observation b8dc1acb-273c-4722-8771-0638d5ff7ecd · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-14T08:10:58.340514Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:a2d9d1a74027a8d91fab7a34c0a9ff7dd506f8cf4a21bd9d077875e6990ba1a4

Observation 1b634f6c-7245-47c7-b4d0-af88f6b4e9d6 · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 47

Resolution
parse uncertain
raw_fallback, observed 2026-05-14T08:10:58.310248Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:14d17238c4a30785dbc8a872472fcd594b5ec7fd32ce96e51488b3cb0ff004fb

Observation b56dfc7c-6aae-408f-8eda-2d608df3109a · outbound

This paper cites an unresolved cited work.

SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-14T08:10:58.333645Z

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.

source=pdf_text observed=2026-05-12T01:12:52.837729Z digest=sha256:d33a13efa36942dc6b530e94aae4d81ad17d86d98e3581f573f99cfba2276edc

Pith citing papers

Observation 0d955a73-d0de-40aa-b787-3d9fddf2f6de · inbound

SkillAudit: From Fixed-Suite Benchmarking to Skill-Centered Assessment cites this paper.

SkillAudit: From Fixed-Suite Benchmarking to Skill-Centered Assessment SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents

Reference 18

Resolution
metadata mismatch
local_arxiv, observed 2026-07-04T09:09:42.614511Z

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.

source=arxiv_source observed=2026-06-26T10:33:38.479357Z digest=sha256:09cd3154f2662956873974d988764cd32fdbfdb7ea2c9d303ba14ab4e7335d26