Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T16:10:19.714508Z
Paper Citation Record · LEDGER
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections
As of 12 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2508.18912.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
42 of 42 outbound references displayed
- verified exact0
- verified fuzzy18
- unresolved24
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation cbe53b6f-2cb4-4a3c-9133-c7f03108fb80 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:20.105186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 439d0f7a-9945-490e-af64-ae5e6725b8ae · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 2
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:20.096789Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d98a6736-08a8-48c3-a3c0-d3eb9ea5c916 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 3
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:20.088320Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 401b3482-764c-4d44-9973-189deb65d695 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 4
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:20.079540Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation dd6aafee-e9a2-410a-ad58-015890b919c4 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:20.069971Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 417b6d57-92f4-4408-80a0-c988f0a30dd2 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:20.061099Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 94186bae-d9dd-4018-bbb4-2b7ed6a77716 · outbound
This paper cites A., Urmee, T., & Parlevliet, D.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections A., Urmee, T., & Parlevliet, D
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:20.052487Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d0895f34-f5fc-483a-8bd6-a44a704941ce · outbound
This paper cites G., Burud, I., Olsen, E., & Belbachir, N.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections G., Burud, I., Olsen, E., & Belbachir, N
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:20.043811Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3118d3d1-5682-4895-955e-4e9df62cbda7 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:20.035232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 62838739-61ac-4d6a-b6da-a825606f4692 · outbound
This paper cites B., Leon -Salas, W.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections B., Leon -Salas, W
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:20.026940Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 271e2214-de89-46db-87a4-0934479df9e1 · outbound
This paper cites and Dhimish, M., 2023.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections and Dhimish, M., 2023
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:20.018568Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2281ee45-8896-4f9c-b94d-9429e6d41f3d · outbound
This paper cites and Dhimish, M., 2025.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections and Dhimish, M., 2025
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:20.009875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f4d468a5-21aa-4c52-b4e1-5a2d9155a9df · outbound
This paper cites H., Marugán, A.
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:20.001460Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 19afb55b-6b5f-4498-9bef-310d4ec92f1b · outbound
This paper cites YOLO advances to its genesis: a decadal and comprehensive review of the You Only Look Once (YOLO) series.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections YOLO advances to its genesis: a decadal and comprehensive review of the You Only Look Once (YOLO) series
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:10:19.627389Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 432efd56-5112-4a8e-8f59-73df05e1fea3 · outbound
This paper cites (2024, November).
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections (2024, November)
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.992678Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 55da5f06-83f3-4ce6-937e-fb3a55b35dd2 · outbound
This paper cites (2023, December).
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections (2023, December)
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.984581Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4a8338f3-3ebf-44fa-bf3e-01967de0e75e · outbound
This paper cites (2024, June).
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.976332Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b32bbf1e-b6b6-435a-b4df-875e6e4e8c5d · outbound
This paper cites YOLOv11: An Overview of the Key Architectural Enhancements.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections YOLOv11: An Overview of the Key Architectural Enhancements
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T16:10:19.639352Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d4cbc01-a6a6-4305-a84a-cab3f06b91a9 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.966843Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 42c3367f-c7e5-4464-8e4e-6c1ef733cdf3 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.957369Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fd7cd64e-f3e7-41a8-8ca5-069f9634d61e · outbound
This paper cites S., Zhao, B.
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.948916Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 801fb5ef-27d2-48b4-8424-56c087341145 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.940241Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 681baae4-3b4d-4618-a772-874c8946a5c2 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.932306Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4d3e9ecc-35fe-4820-aea0-4956b5d52428 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.923234Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cf8cbb0a-ca64-4124-a781-c46702e29029 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.914919Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f117c778-6a17-411d-8f29-91d64a16c785 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.906085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cf01028e-a810-41f6-8306-5d73dff4ed12 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.897545Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ac9d9604-045c-433e-9b0a-d8f3342bcb0d · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.888089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8b3eb3be-4464-4dc6-bb11-aa035cb2fc0f · outbound
This paper cites R., Singh, S.
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.879049Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0bda60d6-a3d4-4ddc-b48a-0fbd30217f80 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.869854Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 59b7d80c-83ec-4389-a559-9e966d7b3af0 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.860646Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b16aecf9-545d-4961-b22d-78ede234363b · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.851705Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 13f00c57-8ee1-4b7e-b142-9b657f5ef2ba · outbound
This paper cites M., Schneider, F., & Hennig, P.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections M., Schneider, F., & Hennig, P
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.843232Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f742163b-c9b4-40a1-becd-d069bc6fb6e2 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.834804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 83784b86-eb8a-4b88-814f-fdcc9436cef7 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.826116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 21f478e8-8193-4df7-a15f-d065646df592 · outbound
This paper cites (2023, May).
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.818038Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3f47f1ab-004c-4c9d-88ba-4dececcad4ef · outbound
This paper cites Link: https://docs.ultralytics.com/models/yolov5/#overview Page 29 of 29.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Link: https://docs.ultralytics.com/models/yolov5/#overview Page 29 of 29
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.809256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0a477eb5-d12d-473d-802d-f75b25dfc38f · outbound
This paper cites Link: https://docs.ultralytics.com/models/yolov9/#what-tasks-and- modes-does-yolov9-support.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Link: https://docs.ultralytics.com/models/yolov9/#what-tasks-and- modes-does-yolov9-support
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.799264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c309e884-0198-4acf-b4a9-750628d2b532 · outbound
This paper cites Link: https://docs.ultralytics.com/models/yolo11/.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Link: https://docs.ultralytics.com/models/yolo11/
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.790058Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 78ace556-73ed-4d05-a7ed-088aeca3a795 · outbound
This paper cites an unresolved cited work.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T16:10:19.779308Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 59575659-ea16-4d8c-a1b7-9671f55bfdbf · outbound
This paper cites A., & Dawood, Z.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections A., & Dawood, Z
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.770041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8bf334a5-11a3-4553-bda8-664e132bea47 · outbound
This paper cites U., Saleem, S., Masood, H., Kallu, K.
HOTSPOT-YOLO: A Lightweight Deep Learning Attention-Driven Model for Detecting Thermal Anomalies in Drone-Based Solar Photovoltaic Inspections U., Saleem, S., Masood, H., Kallu, K
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T16:10:19.761055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Pith citing papers
No inbound Pith citation observations are available.