Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-25T03:53:56.643075Z
Paper Citation Record · LEDGER
As of 4 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 5 inbound Pith citation observations for arXiv:2605.23899.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-25T03:53:56.643075Z
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 2026-08-01T11:46:01.287841Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-04T09:09:42.603867Z
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e669775f-65e7-467d-beb3-f8f24a3d5344 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Agent Skills for Large Language Models: Architecture, Acquisition, Security, and the Path Forward
Reference 1
Source-reported events for the cited work
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Observation de91fe16-2418-472f-bcd0-2ed694e28a5e · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Large Language Model Agent: A Survey on Methodology, Applications and Challenges
Reference 2
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 c02f4460-ec8f-4605-b989-73fff9de92dd · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Claude Skills
Reference 3
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 343db574-d642-4a6b-b835-cc3d0f7a56fa · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Autorefine: From trajectories to reusable expertise for continual llm agent refinement
Reference 4
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 413cf517-5fb8-4684-a675-ce09d486aa4a · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Real-Time Procedural Learning From Experience for AI Agents
Reference 5
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 afc5280c-78d0-4387-b533-aba5625b5b10 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Skill-Pro: Learning Reusable Skills from Experience via Non-Parametric PPO for LLM Agents
Reference 6
Source-reported events for the cited work
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Observation abfd5154-27be-4707-95f2-baf666fda339 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills EvoSkill: Automated Skill Discovery for Multi-Agent Systems
Reference 7
Source-reported events for the cited work
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Observation f3e91531-d93a-4a1e-8330-e195ab459237 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills SkillRL: Evolving Agents via Recursive Skill-Augmented Reinforcement Learning
Reference 8
Source-reported events for the cited work
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Observation 1def89eb-23a1-41e9-8a3a-cd3f20b70ac9 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Trace2Skill: Distill Trajectory-Local Lessons into Transferable Agent Skills
Reference 9
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 1884b5f3-8b42-4c00-bf3a-020c01a803da · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills CoEvoSkills: Self-Evolving Agent Skills via Co-Evolutionary Verification
Reference 10
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 0fc5b2ed-ce9b-412f-b1fd-3fbb32bd0f23 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
Reference 11
Source-reported events for the cited work
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Observation c68225d5-8f05-48c8-a2a8-af1f850d1b9a · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Swe-skills-bench: Do agent skills actually help in real-world software engineering?
Reference 12
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 f7441475-defb-4425-ba2e-4ddc06fa3aca · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings
Reference 13
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 88b963ef-6ee5-41d0-9e52-5aad98110488 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Skillcraft: Can llm agents learn to use tools skillfully?
Reference 14
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 52275842-cf8a-41cf-a870-6a7460287d4f · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Memp: Exploring Agent Procedural Memory
Reference 15
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 5c0aca20-31ce-41dd-a7dc-473ffd770e1f · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Reinforcement Learning for Self-Improving Agent with Skill Library
Reference 16
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 f94f0d18-2b2b-4a8f-9dc7-2e23df1c5896 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills EvolveR: Self-Evolving LLM Agents through an Experience-Driven Lifecycle
Reference 17
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 ee259b7b-a709-48eb-96cf-fe896ec76995 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Organizing, orchestrating, and benchmarking agent skills at ecosystem scale
Reference 18
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 d9858169-8166-48a6-b3a4-6c7b18b59b2e · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Skillflow: Scalable and efficient agent skill retrieval system.arXiv e-prints, pages arXiv–2504
Reference 19
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 3bb2499d-9549-457a-8b5b-d69e9de91964 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills {ALFW}orld: Aligning text and embodied environments for interactive learning
Reference 20
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 92f6a908-911a-4264-9bdf-2b2f1342c1a5 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Spreadsheetbench: Towards challenging real world spreadsheet manipulation.Advances in Neural Information Processing Systems, 37:94871–94908
Reference 21
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 eb3f05a6-6c69-4658-99d6-61e186dfd20a · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills SWE-bench: Can language models resolve real-world github issues? InThe Twelfth International Conference on Learning Representations
Reference 22
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 b0044844-124e-47b8-8041-e60c262e6a00 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills SealQA: Raising the bar for reasoning in search-augmented language models
Reference 23
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 43af86ea-e617-417e-b4df-2fdd79c2b0ab · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Patil, Huanzhi Mao, Charlie Cheng-Jie Ji, Fanjia Yan, Vishnu Suresh, Ion Stoica, and Joseph E
Reference 24
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 4616e706-4cc0-4adc-bed8-f8089b452238 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Introducing GPT-5.4, March 2026
Reference 25
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 019cd36c-d3ae-447c-93c3-643c38fd59bb · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Gemini 3.1 Pro model card, February 2026
Reference 26
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 986dfbeb-bc1c-4ef3-aafc-7d37e305abc9 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Gemini 3.1 Flash-Lite model card, March 2026
Reference 27
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 611a6c27-52be-47fe-a2bf-d08c8ecaa6f7 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Qwen3.5: Towards native multimodal agents, February 2026
Reference 28
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 6b206b01-4ff9-4f2e-a91e-1118ad695bcd · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills What did this agent do RIGHT that other agents facing similar tasks should also do?
Reference 29
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 72266d13-bd03-4198-bc81-3512fc789a3f · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Unresolved cited work
Reference 30
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 a1876d97-d6eb-4bca-8f5f-4b8eba4a5b37 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Unresolved cited work
Reference 31
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 936deaaa-9dad-43d1-b466-4aaed89cf76c · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Unresolved cited work
Reference 32
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 202ac18f-a3b8-488c-8265-80718223e1a2 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Unresolved cited work
Reference 33
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 d1f2cb77-bf20-4cac-b44f-dafc0cba632c · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills SpreadsheetBench: the agent writes Python code to manipulate Excel files and produce correct values in specified output cells
Reference 34
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 082dd686-98b7-4773-b8ec-4674d1d19785 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Dynamic Addressing: search for anchor data (e.g., column headers) to determine in- dices; never use hardcoded cell references
Reference 35
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 60a81262-a32d-4d76-a2a3-31dcd705e842 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills AvoidFormula Injection: writing formula strings does not trigger calculation engines in headless environments
Reference 36
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 b4a0545c-773d-4047-9180-0b670aef2f34 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Reverse Iteration: when deleting or rearranging data, iterate bottom-to-top to avoid index- shifting errors
Reference 37
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 7e73a750-9cea-411c-a5d0-d42217da3539 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Fail-Fast: if an intermediate step fails, simplify rather than patch
Reference 38
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 5d85234d-dde8-4210-8e93-9bccf7c47fa3 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Confirm what you are edit- ing and roughly where the relevant scope is before writing anything
Reference 39
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 fa082727-b1d4-41cc-bb24-151ff9bd5555 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Determine exact deliverable: edited artifact, formulas vs values, write scope, preservation requirements
Reference 40
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 592145d3-2b77-47de-a87e-fb3269ebf830 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Separate discovery, computation, muta- tion, and formatting
Reference 41
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 fedb5868-d432-4e3f-ae52-31d7193c17d1 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Unresolved cited work
Reference 42
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 a5e92909-b5df-4a49-95ba-ddaf6854413d · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills resolve the contract
Reference 43
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 964b718d-f51e-406c-8043-5f0292c4132e · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills If not found, transition to an exhaustive sweep of ALL open surfaces and closed receptacles.Deep Inspec- tion: never merely observe the exterior of closed receptacles
Reference 44
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 4b9c5a32-ab4f-4264-8197-670142df9fa7 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Unresolved cited work
Reference 45
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 71a66855-c089-4e34-b020-63064a9d5e4d · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Incremental Fetch-and- Deliver: for multi-item tasks, use single-item fetch-and- deposit cycles
Reference 46
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 67bb391d-2b21-4f81-8beb-0735b7388cdb · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Translate the instruction into explicit predicates and act on them in order
Reference 47
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 95eded84-5845-4777-a284-01a590ef189c · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Work backward from success and act on the earliest unmet prerequisite
Reference 48
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 ec06e937-b1e1-4143-ac27-cdecc1376871 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills Before key actions, make sure access and usability are in place
Reference 49
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 efe3cd39-8220-4f2f-9500-cb6fee6ad7a2 · outbound
From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills groundthe goal
Reference 50
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 aef4b80f-725b-40da-9e85-8b575a83b064 · inbound
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Reference 43
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 7b41368c-88df-4783-94d8-890023495663 · inbound
Workflow-to-Skill: Skill Creation via Routing-Workflow-Semantics-Attachments Decomposition From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Reference 8
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 bf17a307-5bd0-4995-b5af-b76b33d4c312 · inbound
SkillAudit: From Fixed-Suite Benchmarking to Skill-Centered Assessment From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Reference 16
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 429f4b3e-fb8d-44f5-a6aa-5902f26e2baa · inbound
ACE-Brain-0.5: A Unified Embodied Foundational Model for Physical Agentic AI From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Reference 107
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 999221b0-1c5c-4e5e-8f16-a889ba24a135 · inbound
Rethinking Self-Evolution: A Constrained Exploration-Exploitation Process for Mitigating Skill Overfitting From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.