Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:54:24.235822Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 4 inbound Pith citation observations for arXiv:2505.02502.
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 2026-08-16T00:54:24.235822Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T21:36:32.572789Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-16T05:07:20.698683Z
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e8ff36f0-ec55-4fd3-920e-90498203d9bc · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Automated unit test improvement using large language models at meta,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 975e6d04-38c9-45f8-aa88-ffd7a54c69f7 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Awesome free ollama,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f482612c-8392-4444-ad98-09bfbd9fe6eb · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM models
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd5de63b-9313-405d-a4de-f1b7cc26e628 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Unveiling the vulnerability of private fine-tuning in split-based frameworks for large language models: A bidirectionally enhanced attack,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 26726a9f-40d7-40b7-bc80-174cb5d09d3c · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study An agile framework for efficient llm accelerator development and model inference,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 62f93b8b-d64c-4ae4-a754-66250294abde · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Why are web ai agents more vulnerable than standalone llms? a security analysis,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59174283-3ad0-457d-ba47-7f1b1cbf4b41 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Fofa: Cyberspace asset search engine,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e7fef48e-61bd-4fb6-8597-58145ae263cd · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Nextchat,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 85433c54-cdbf-4fb9-9371-7cdd5d88f8b1 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Deepseek llm,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d215159f-4ce3-4063-a891-3c254977db25 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Comfyui,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b2b13dd4-741c-4dd8-a5db-51db33bc5b6f · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Llm-aid: Leveraging large language models for rapid domain-specific accelerator development,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85cb2b8b-c989-4316-b519-92ffff20e06f · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Owasp top 10 for llm applications 2025,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fff6a0f9-d24c-4924-829a-8c7ec1713b5b · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study llama.cpp,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6eda9cd2-2d5b-45fc-87c7-12336bb59dcd · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Not what you’ve signed up for: Compromising real- world llm-integrated applications with indirect prompt injection,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c17de91-f232-44e5-880c-a0bcd05a4e26 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study The emerged security and privacy of llm agent: A survey with case studies,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 628e78c0-0c9c-41a4-9cd1-e07f43f978c3 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Large language models for software engineering: A systematic literature review,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a40e0463-b76f-4177-8972-160c5d917acc · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study The next frontier of llm ap- plications: Open ecosystems and hardware synergy,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8cd7d1ba-bd0d-463d-b816-92e109a00a2c · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study What’s important here?: Opportunities and challenges of llm in retrieving information from web interface,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3211beeb-3dfb-4d81-84cb-0d3d02a48db1 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Ray serve,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 60f2c7e0-9558-4f9f-ace4-23765976c6ac · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Isachenko and S
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ee4c0b71-5200-4a64-b4fe-b0f213defef8 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Jupyter notebook,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bdfe368c-cdac-4b17-a286-5eb042ebc80b · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Llm-pilot: Characterize and opti- mize performance of your llm inference services,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 096b64cd-4a1f-4eed-95d0-a459a6f70acb · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Commercial LLM Agents Are Already Vulnerable to Simple Yet Dangerous Attacks
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de180b2b-b727-4755-b3ed-48fc46439dbe · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study LLM Inference Serving: Survey of Recent Advances and Opportunities
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70632bb3-4c5f-43a5-b4fb-7de957e91f07 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Shodan: The search engine for internet-connected devices,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation beab990b-f4f7-4fb5-b78a-ff9766b49ffe · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Web llm attacks: Unveiling the future of cyber threats,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fd527187-8662-4aaf-8151-88cdb8baae8b · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Apache http server 2.4.29 vulnerabilities,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f812c183-6570-46a7-82e2-e97b6283d100 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Nginx 1.14.0 vulnerabilities,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 05a1c0f2-23c1-4a68-886d-5792e89b3146 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Gpt4all,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 178f2340-2b54-4f58-b15b-d14cbe101cab · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Cve-2024-37032: Ollama remote code execution vulnerability,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0b28a777-6532-4a4d-9d1b-6d34aa95aafc · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Cve-2024-6707: Openwebui arbitrary file upload vulnerability,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e856cc42-2d33-40fd-b38b-37095f6ecaf3 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Text generation web ui,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3bb02ae5-3369-4e55-9113-b9c4950576a4 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Introducing openai o3 and o4-mini,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a941b119-3a52-446a-b9b8-25d9d4917129 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Security considerations for large language model use: Imple- mentation research in securing llm-integrated applications,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b511e7ac-236c-470b-b6d0-ab0894b576b5 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Llamafile,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f6ee9e00-2474-4e62-b044-8ec54b8e4c4b · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Fastapi/swagger ui,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1c3dfb6b-6319-4057-8fd0-49e3776c7359 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Building ai agents for autonomous clouds: Challenges and design principles,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 280d88d1-9d6c-45ac-958c-f2ab39b06dff · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Anythingllm,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3d1675e1-b179-4a16-8d56-ef6aac6c0672 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Team, “Gradio,” https://www.gradio.app/, 2024
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a859af95-d3d9-47cc-9bea-d8c3bf4d9388 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Team, “Jan,” https://github.com/janhq/jan, 2024
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 06933c7a-4c3a-4861-a8a1-dea78e30082a · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Zoomeye: Cyberspace search engine,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5ea4dba2-8848-4a02-a98b-f354dd4cf2c7 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Team, “Ollama,” https://ollama.com, 2024
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f1f53fd4-7996-4337-967c-5d27c8f8a569 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Open webui,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a6ff5473-9974-4eb3-ac21-470cb0fa7928 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Unresolved cited work
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 27b5b07f-b9a9-48af-b472-e04446de35e7 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study WIPI: A New Web Threat for LLM-Driven Web Agents
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 451a3bda-b9d0-419b-a5af-d82acd143c0d · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study A New Era in LLM Security: Exploring Security Concerns in Real-World LLM-based Systems
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03ed6688-f8fd-44f0-b243-c93aec143344 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study I know what you asked: Prompt leakage via kv-cache sharing in multi- tenant llm serving,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9e655410-bbf4-48fd-b458-71979468f8ff · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study Open-FinLLMs: Open Multimodal Large Language Models for Financial Applications
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99cfc477-935e-4aad-a5a8-7caf26e474b1 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study ControlNET: A Firewall for RAG-based LLM System
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d44d6686-b7d0-40db-97b0-45742c153862 · outbound
Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study A survey on large language model (llm) security and privacy: The good, the bad, and the ugly,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffd7b124-a861-48b0-ad96-ee31c3574e08 · inbound
Software Engineering for Large Language Models: Research Status, Challenges and the Road Ahead Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study
Reference 125
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b312e1e1-f7f2-479f-b9d3-7e98a4115077 · inbound
Security Threat Modeling for Emerging AI-Agent Protocols: A Comparative Analysis of MCP, A2A, Agora, and ANP Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e990749b-8c08-434a-988a-dde919fc05a5 · inbound
When Models Meet Users: An Empirical Study of Perceptions of General LLMs and Multimodal LLMs on Hugging Face Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation abe03780-a8ff-4b5f-800a-8c1ef7b624fe · inbound
When Models Meet Users: An Empirical Study of Perceptions of General LLMs and Multimodal LLMs on Hugging Face Unveiling the Landscape of LLM Deployment in the Wild: An Empirical Study
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.