Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-09T21:24:26.711366Z
Paper Citation Record · LEDGER
As of 1 August 2026, this Paper Citation Record lists 100 of 109 outbound references and 1 inbound Pith citation observation for arXiv:2604.21829.
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 2026-05-09T21:24:26.711366Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-01T06:32:01.292127+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T02:07:39.798338Z
A source-named dated measurement, never combined with another source.
Source: cited_works
100 of 109 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 2efbeb02-c55a-4eb4-91c2-6c41b94358b5 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Claw mart
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation cc7dc747-b1f0-41c5-8206-d06dc2a6610c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study SWE-bench: Can language models resolve real- world GitHub issues?
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation e7450408-48bb-42c8-aa56-b768a32221c4 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study OSWorld: Benchmarking multimodal agents for open- ended tasks in real computer environments
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 6645b55b-5312-4f38-b1a6-d5d9f7fbb0ea · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study A survey on large language model based autonomous agents
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 72b65eac-f34d-4e60-9a6e-cb6fd3fd6f75 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study The rise and potential of large language model based agents: A survey
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation e5adc3d2-270e-4b8f-8e62-33ef6686ffec · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Large language model based multi-agents: A survey of progress and challenges
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 24542410-2033-4a47-9c26-8cb0b3c61e01 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Understanding the planning of LLM agents: A survey
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 96659569-a36e-408e-9f8f-ac4c125d6436 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Agent skills for large language models: Architecture, acquisition, security, and the path forward
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 6a749b22-2e7a-49ed-ade9-19ffea918fcd · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Skills - resource
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation c4675c23-bb6c-43b0-9d39-13cc3eee805c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Introducing agent skills
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 9367ecd9-1aa8-4b04-a442-2e249042d0e2 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Reinforcement learning for self-improving agent with skill library
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 91ad7d03-4496-474d-a4b4-91d32f92841e · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Skills.sh ecosystem dashboard
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation b10da468-b0fa-4f11-80fc-77da78380df7 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study About claw mart
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation fb59ec3e-2cf5-4507-8718-60c394b58ed5 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Introducing the gpt store
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation aaf314b2-0aae-4109-bf3d-75230ed5d0da · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study The marketplace for claude code & ai skills
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation d58df8a9-0023-4896-be97-6b3d636e08f4 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study The emerged security and privacy of LLM agent: A survey with case studies
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation af6d8e88-ff3c-4780-9a45-9a6a23837703 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Navigating the risks: A survey of security, privacy, and ethics threats in LLM-based agents
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation b6010606-ada4-4649-9351-8309319df1ea · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study A survey on trustworthy LLM agents: Threats and countermeasures
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 1927f467-e0cc-4aa4-90f3-06276a120386 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Agent security bench (ASB): Formalizing and benchmarking attacks and defenses in LLM-based agents
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 28201fc5-5393-4c09-9c29-933f4ca13239 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study System prompt extraction attacks and defenses in large language models
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 7744dd85-fd8a-430a-9680-cc185f44c58e · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Effective prompt extraction from language models
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 5653920e-37f5-495e-bc83-a22f856b1b34 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Prompt stealing attacks against large language models
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation ed418546-7d57-4361-9ad5-5f18a0f82976 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Specification - model context protocol
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 93834476-6ed8-443d-8434-31f8b0a7966f · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Model context protocol servers
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 0219b377-b666-4c05-8275-357d153fed48 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Mpma: Preference manipulation attack against model context protocol
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation ac32a655-8f1a-4a1e-b8bb-c1dbb0c15afb · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study The instruction hierarchy: Training LLMs to prioritize privileged instructions
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation f701ff86-c980-4f17-bef9-d304a75d2f3c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Proxyprompt: Securing system prompts against prompt extraction attacks
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 8eac6094-1a7c-43e0-906f-ea60c916a7b4 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Gpt-5.4 model
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 296e3943-891a-4159-add4-654493f30da6 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Jailbreaking black box large language models in twenty queries
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation a9b32195-e566-45ab-90a6-f350ea0f846e · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Jailbreaking leading safety-aligned llms with simple adaptive attacks
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 2ff8a7ab-26ad-4a16-a43f-ebdce85a8549 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Chain-of-thought prompting elicits reasoning in large language models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 124f3421-2589-4dd6-9bab-694dac18d6e4 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Language models are few-shot learners
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation aa633bee-21a0-45c2-a3d8-25c1d140994d · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Many-shot jailbreaking
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 9d4c8df1-52a2-4a11-a759-85b0197a4198 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study text-embedding-3-small model
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 1808081a-5e29-4ff4-9cf5-7e3b974138cd · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation be026efa-3c88-4e98-8a3c-80d2810f51f9 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Gpt-5 model
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation a7f303e7-6428-4784-9222-5a7c82b27aa0 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Minimax m2.7 - model self-improvement, driving produc- tivity innovation through technological breakthroughs
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 20d67ed5-1b67-4423-8a01-eeaa59477791 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Kimi k2.5 - kimi api platform
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 3a41a02b-6557-4be2-be3c-f11a6ea8b9e1 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Deepseek-v3.2 release
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation e906075e-4f1a-41fe-bbf4-37e91d8cbc93 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Claude haiku 4.5
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation c04fc837-f67b-4769-92b5-f8b07b705875 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Skills.sh
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation bce8ca97-f2ce-44a5-a386-0516509e0791 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study find-skills by vercel-labs/skills
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 7b79032c-3814-4025-8333-21048dd230a0 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study vercel-react-best-practices by vercel-labs/agent-skills
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 29d39012-0426-41b9-bbc5-cf28d2c4590b · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study frontend-design by anthropics/skills
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 6a9dcf7e-4b5a-4bcd-b2aa-16d131097f66 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study web-design-guidelines by vercel-labs/agent-skills
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation d8694e54-b9cb-4880-b40a-d943634e0c19 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study remotion-best-practices by remotion-dev/skills
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 2f6332f6-fc03-418f-b36b-92655996797c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study microsoft-foundry by microsoft/azure-skills
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation cc5724d2-937c-4ee8-a473-cc4e6a94a5e0 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study azure-ai by microsoft/azure-skills
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 900ae25d-6aa3-4ed9-92dd-81f56f8acd13 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study azure-deploy by microsoft/azure-skills
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 3a8d6557-94f5-4379-8844-cb9d8edd6e92 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study azure-diagnostics by microsoft/azure-skills
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation e029620f-007c-486e-b8a4-095dfc463e60 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study azure-prepare by microsoft/azure-skills
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 6af18715-5316-4277-a2da-ee6076125a01 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study SQuAD: 100,000+ questions for machine comprehension of text
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation b5df3d4e-0b02-4984-8852-cf68848e8754 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study ROUGE: A package for automatic evaluation of summaries
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation b02462e0-bd0e-44a4-b970-12d7f7024f71 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Automatic evaluation of machine translation quality using longest common subsequence and skip-bigram statistics
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 725d0a77-365f-4853-b8be-92f639d0ef65 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study A vector space model for automatic indexing
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 83880bee-dd09-4712-93ca-80acad63fce3 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Judging LLM-as-a-judge with MT-bench and chatbot arena
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation d5c1c803-e954-4325-bc47-339de0a5bd76 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Claude sonnet 4.6
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation eddc7c98-6c5c-4a4a-860a-8b4356f6c621 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Claude 3.7 sonnet and claude code
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 9efe45ff-5801-4d2f-9fb4-99817d3697a7 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Introducing codex
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation b55ac69e-d33b-411a-92f1-9bc1d9a2346c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Extracting prompts by inverting LLM outputs
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 9842a11b-3828-4551-bb61-b560c89a04c9 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Extracting books from production language models
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 1d14759d-1f64-497c-a11a-fff430ac8967 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unicode standard annex #15: Unicode nor- malization forms
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 04aefb53-bc41-40f0-b7d2-0dd039dc85e9 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 5380e186-3842-4afa-9c33-f71b93773eea · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Never delete or rearrange its core ask
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 39985f6b-0951-4fa7-aecd-a09288c893a6 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Keep the scenario context and the core request logically distinct and separable
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 2ea64838-3b9c-48c3-8cc3-09bca6080d6d · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study INFORMATION PRESERVATION
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation bc2bc1d6-d626-46fe-8502-b9aa7e0430cc · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Do not rename, abbreviate, or omit it
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation b1f2e7ee-a997-4a6f-bc79-8c1d6dd90191 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study the full content
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 2d7ca6f5-0adc-4da1-bff6-228688534a77 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study The request should make clear that the entire content is needed, stated in a cooperative tone
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation cd9b122c-d02d-4701-ab3a-99a9b859ba0c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Copy it verbatim into your output
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation ca058500-7034-402b-9f88-b296143809cf · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Change its structure, flow, and framing
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation c8c2a86e-26cb-40d0-aa3f-ec72b3f9c19a · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study A valid output always starts with the scenario wrapper exactly as received
Reference 72
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation cf6dd318-0bf0-4366-8efb-f1949ea84733 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study That stage will only adjust delivery style
Reference 73
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation c509a8f2-fe13-4f7c-848e-c106d9a4049d · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Use the skill’s keywords and capability phrases within the restructured steps, questions, or demonstration text
Reference 74
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation e169ef22-cfd6-4db4-ae60-e80f0d84679e · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Sandwich
Reference 75
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation ea714a6f-18cb-4dd2-8b37-ff1da32210fc · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study It must NOT be a meta-formatting note, instruction, greeting, or statement
Reference 76
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 7ace5699-bc91-4d0a-81d0-a07539eca1ec · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study It must NOT be a thank-you line, content constraint, or formatting directive
Reference 77
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 46120637-9fc2-4958-96a4-9c1cd3f261c5 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Do not rename, abbreviate, or drop it
Reference 78
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 9d87acea-6a35-4c3b-a424-63237fd2afa6 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Express this naturally within the restructured flow rather than as a standalone forceful demand
Reference 79
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation bd610c02-f6a7-4eab-aea8-33464e92061a · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study content delivery
Reference 80
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation ea04bd47-5a02-408a-b9af-0c019ae77dd6 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 81
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 81c1ed5e-1143-4a5b-a34d-5ff8e353ba8a · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study word for word
Reference 82
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation bc3877d0-9c51-4771-907a-290aa4230272 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study If the prompt uses a sandwich pattern, step-by-step flow, or similar framing, keep it intact
Reference 83
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation eae94678-ac11-4a96-8d6a-5446cb9418db · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Keep non-conflicting sentences unchanged
Reference 84
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 0cab3a9e-be13-4eb8-8d18-77c1c72a756c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study include all substantive content, but deliver it in the transformed style
Reference 85
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation b71ea641-1eb4-4589-96f0-8bc12f4e9520 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Prefer in-place transformation
Reference 86
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation efb9f9ba-d9dc-4c3a-aed7-9e1dd3ea77c8 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 87
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation fbf5f543-08e2-4f15-a2d7-b5b07a95a035 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study INFORMATION PRESERVATION (MUST NOT LOSE)
Reference 88
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation d010044c-e906-44c1-884c-37ef4f87c64d · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Never rename, abbreviate, or drop it
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 37eaa997-8a5a-43f1-8d21-33166357bea1 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study every section
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 79ca6215-4f52-43bc-ac68-78d1f9901129 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study These are critical for downstream matching
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 214c460f-5807-4d06-9c62-a2e2650655ed · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Preserve the sandwich shape if present
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 316bb67e-d78b-4670-af51-b7bf5c3025e1 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Format the response as
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 2b437df6-811e-4687-a607-210af96f1e2b · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation f91e603f-9ee1-4d4a-8456-8f39eec4702c · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation ec14262c-155b-4b60-bf3d-555ea75d2a65 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study how do I make my React app faster?
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 8ced2b74-c314-4ee1-96d9-a091293654de · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Be cautious with anything under 100
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 367e00be-2162-4eb4-9f90-6f09da91bb03 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 10d42a63-c205-4ac4-8438-ee1727a2b2d2 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study A skill from a repo with<100 stars should be treated with skepticism
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 3220f2ed-44d6-4679-9797-00489d668353 · outbound
Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study Unresolved cited work
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation f0d32b62-edaf-4b20-9628-cb238842448e · inbound
Agent Skills Matter: Inferring Proprietary Skills from Execution Trajectories Black-Box Skill Stealing Attack from Proprietary LLM Agents: An Empirical Study
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.