Paper Citation Record · LEDGER

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback

As of 14 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2508.13943.

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

pith.paper-citation-record.v1
2508.13943 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T18:54:15.998253Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

34 of 34 outbound references displayed

verified exact3
verified fuzzy21
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 450dce5b-a76a-4131-bf9e-33cb81012c3c · outbound

This paper cites Exploring DeepSeek: A survey on advances, applications, challenges and future directions,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Exploring DeepSeek: A survey on advances, applications, challenges and future directions,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:22.816422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation af3d6663-6219-4bcd-9e99-27c4ad1fa15a · outbound

This paper cites A new low-cost electronic system to manage resistive sensors for gas detection,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback A new low-cost electronic system to manage resistive sensors for gas detection,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:22.538717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 57185c9d-a1ef-461e-b3bc-8ac25e820747 · outbound

This paper cites A spiderweb-based massive access man- agement protocol for M2M wireless networks,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback A spiderweb-based massive access man- agement protocol for M2M wireless networks,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:22.389036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a3d21efd-a81c-4bb8-bb30-34b4621d06b8 · outbound

This paper cites Cross-domain integration for general sensor data synthesis: Leveraging LLMs and domain-specific generative models in collaborative environments,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Cross-domain integration for general sensor data synthesis: Leveraging LLMs and domain-specific generative models in collaborative environments,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:22.148517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 88b7b774-c46c-48f1-aa78-5c31664a755b · outbound

This paper cites LLMind: Or- chestrating AI and IoT with LLM for complex task execution,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback LLMind: Or- chestrating AI and IoT with LLM for complex task execution,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:21.990552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bd5d2775-39b7-4c4c-a98e-f1d57f0a9d00 · outbound

This paper cites Efficient prompting for LLM-based generative Internet of Things,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Efficient prompting for LLM-based generative Internet of Things,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:21.787644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 94d57518-ccbb-4e86-be6c-74759ea981db · outbound

This paper cites When IoT meet LLMs: Appli- cations and challenges,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback When IoT meet LLMs: Appli- cations and challenges,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:21.570576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dc84d725-3f6c-4951-84e3-8f6221e82ec4 · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:12.848112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc92f454-1f8e-4308-9332-664d906ed87c · outbound

This paper cites Octopus: On-device language model for function calling of software APIs.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Octopus: On-device language model for function calling of software APIs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:12.954617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bd33ea5-5573-4a61-b2a2-0bce0a3ecb0d · outbound

This paper cites Gorilla: Large Language Model Connected with Massive APIs.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Gorilla: Large Language Model Connected with Massive APIs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:13.067577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acf8b68b-1ea2-44b3-be69-f00d641f32a0 · outbound

This paper cites Flexible near- field communication in wearable electronics: Antenna design, measure- ments, and system demonstration,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Flexible near- field communication in wearable electronics: Antenna design, measure- ments, and system demonstration,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:21.368896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f1728aaf-e316-4358-9091-3e9c098c625a · outbound

This paper cites CoopReflect: Towards Natural Language Communication for Cooperative Autonomous Driving via Multi-Agent Learning.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback CoopReflect: Towards Natural Language Communication for Cooperative Autonomous Driving via Multi-Agent Learning

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:13.319995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edd945d0-dfc2-4cb3-88f6-6c156388a97a · outbound

This paper cites LangCoop: Collaborative driving with language,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback LangCoop: Collaborative driving with language,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:21.206200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 16accda9-df7a-4bda-b36d-ea0e2c58504c · outbound

This paper cites UNCAP: Uncertainty-guided planning using natural language communication for cooperative autonomous vehicles,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback UNCAP: Uncertainty-guided planning using natural language communication for cooperative autonomous vehicles,

Reference 14

Resolution: verified exact; raw_fallback, observed 2026-08-05T18:54:16.943018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4ab93a72-2fb1-4987-adbc-e9b705f75926 · outbound

This paper cites Cellular-X: An llm-empowered cellular agent for efficient base station operations,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Cellular-X: An llm-empowered cellular agent for efficient base station operations,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:21.043425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 52246a34-b506-42d2-b4c1-bbcdd554b53a · outbound

This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Retrieval-Augmented Generation for Large Language Models: A Survey

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:13.686798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff156233-00cc-4dbf-b2c9-b1bd31d3d3cb · outbound

This paper cites VeriRAG: A Retrieval-Augmented Framework for Automated RTL Testability Repair.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback VeriRAG: A Retrieval-Augmented Framework for Automated RTL Testability Repair

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:54:16.578247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 68522d49-ccd3-488e-852b-a3d4a732779e · outbound

This paper cites IEEE 802.11 DCF,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback IEEE 802.11 DCF,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:20.862834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ff986fac-321b-4021-b208-7f77a889bb39 · outbound

This paper cites Information-centric IoT-based smart home control and monitoring system,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Information-centric IoT-based smart home control and monitoring system,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:20.570020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e22c18b9-dd8c-48ef-b27d-7fbb0939fe3f · outbound

This paper cites A fish meat freshness detector for IoT-based seafood market applications,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback A fish meat freshness detector for IoT-based seafood market applications,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:20.154795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f5e0098d-4099-4b3e-b752-08b49ec66630 · outbound

This paper cites An NB- IoT monitoring system for digital mobile radio with industrial IoT performance and reliability evaluation,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback An NB- IoT monitoring system for digital mobile radio with industrial IoT performance and reliability evaluation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:19.778423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f1d07790-e32f-4a73-900b-b7613cf9191c · outbound

This paper cites A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback A Comparative Study of DSL Code Generation: Fine-Tuning vs. Optimized Retrieval Augmentation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:14.444846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21cff262-fd78-4941-ae29-31ff1a60a09d · outbound

This paper cites From prompts to programs: A RAG-Based framework for code synthesis,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback From prompts to programs: A RAG-Based framework for code synthesis,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:19.452862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d3f9ad5e-f0f7-4253-8b7e-f8b2eb99ed37 · outbound

This paper cites Accessed: May 15, 2025.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Accessed: May 15, 2025

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:19.096004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 99e94cc4-697e-4415-8041-50f80a954c3d · outbound

This paper cites Qwen3 Technical Report.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Qwen3 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:14.876504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dabefe8-bf2c-4762-a609-242c440eb035 · outbound

This paper cites Rephrase and contrast: Fine-tuning language models for enhanced understanding of communi- cation and computer networks,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Rephrase and contrast: Fine-tuning language models for enhanced understanding of communi- cation and computer networks,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:18.744948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0c424f0a-74e4-4b86-a7ec-67df50580f7c · outbound

This paper cites SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback SA-OOSC: A Multimodal LLM-Distilled Semantic Communication Framework for Enhanced Coding Efficiency with Scenario Understanding

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:54:16.304114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f8ab8a09-17c0-438e-8cfa-88e9324399e7 · outbound

This paper cites Recent advances in LoRa: A comprehensive survey,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Recent advances in LoRa: A comprehensive survey,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:18.433901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d82d32b7-f53d-4951-80a9-0a31c062a46c · outbound

This paper cites Distilling step-by-step! outperforming larger language models with less training data and smaller model sizes,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Distilling step-by-step! outperforming larger language models with less training data and smaller model sizes,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:15.281147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5438cda-515f-49ae-bd07-ca69c3df31a0 · outbound

This paper cites Training language models to follow instructions with human feedback,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Training language models to follow instructions with human feedback,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:15.392405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a8dc69-a4bd-405c-aa02-1176b72e5bc7 · outbound

This paper cites Accessed: Aug 1, 2025.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Accessed: Aug 1, 2025

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:18.045985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bd848980-8de1-418e-b91a-96c4e3f97ad2 · outbound

This paper cites Accessed: Sep 8, 2025.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback Accessed: Sep 8, 2025

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:17.705514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 11e2b2a9-b4da-4fdb-859a-41f06a4fae62 · outbound

This paper cites OpenWiFi: a free and open-source IEEE802. 11 SDR implementation on SoC,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback OpenWiFi: a free and open-source IEEE802. 11 SDR implementation on SoC,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:54:17.329670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 011dedcd-e897-44b2-aad9-c12400f93f4f · outbound

This paper cites CUBIC: a new TCP-friendly high-speed TCP variant,.

LLM-Powered Virtual Patient Agents for Interactive Clinical Skills Training with Automated Feedback CUBIC: a new TCP-friendly high-speed TCP variant,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T18:54:15.998253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.