Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:10:59.387178Z
Paper Citation Record · LEDGER
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs
As of 9 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2506.03168.
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 2026-08-09T06:31:02.800959+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
15 of 15 outbound references displayed
- verified exact0
- verified fuzzy12
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation dd9a55c9-17a3-40b7-bb67-07e0b737c77e · outbound
This paper cites A survey on LoRa for smart agriculture: Current trends and future perspectives,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs A survey on LoRa for smart agriculture: Current trends and future perspectives,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:02.813022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 57e86e35-0331-4b18-91ed-ed0e26f32e7f · outbound
This paper cites Artificial intelligence of things (AIoT) for smart agriculture: A review of architectures, technologies and solutions,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Artificial intelligence of things (AIoT) for smart agriculture: A review of architectures, technologies and solutions,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:02.595478Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 42bec647-7d0e-4b07-a865-3c5f9a126f9d · outbound
This paper cites Edge intelligence: Empowering intelligence to the edge of network,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Edge intelligence: Empowering intelligence to the edge of network,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:02.390204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 98c5f55f-d19b-434d-a1bc-051da968896a · outbound
This paper cites Visual instruction tuning,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Visual instruction tuning,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:02.040339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1389143a-f138-4438-9b2a-2de7269305d1 · outbound
This paper cites Uni-MoE: Scaling unified multimodal LLMs with Mixture of Experts,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Uni-MoE: Scaling unified multimodal LLMs with Mixture of Experts,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:01.734474Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6b5b192a-3146-4fa0-91d8-b108a5f4bab9 · outbound
This paper cites Geoclip: Clip-inspired alignment between locations and images for effective worldwide geo- localization,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Geoclip: Clip-inspired alignment between locations and images for effective worldwide geo- localization,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:01.437237Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2ecb0b69-59a7-4345-82a7-360657945b38 · outbound
This paper cites Feature normalized knowledge distillation for image classification,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Feature normalized knowledge distillation for image classification,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:01.063762Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a81b36e2-c6e6-4e51-96b9-b4ce1d5a4e2e · outbound
This paper cites Densely guided knowl- edge distillation using multiple teacher assistants,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Densely guided knowl- edge distillation using multiple teacher assistants,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:00.860407Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b34504dc-85a5-4cff-8a42-7431944baa98 · outbound
This paper cites MiniLLM: Knowledge dis- tillation of large language models,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs MiniLLM: Knowledge dis- tillation of large language models,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:00.665158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c8be069f-68cd-4a25-918d-58612930f7bc · outbound
This paper cites DistiLLM: Towards streamlined distillation for large language models,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs DistiLLM: Towards streamlined distillation for large language models,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:00.398321Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 786d5dee-923b-4eff-b45e-c1d77d6d6924 · outbound
This paper cites Beyond Answers: Transferring Reasoning Capabilities to Smaller LLMs Using Multi-Teacher Knowledge Distillation,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Beyond Answers: Transferring Reasoning Capabilities to Smaller LLMs Using Multi-Teacher Knowledge Distillation,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:11:00.018197Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cb01a0e1-7f21-4746-8ccd-3de9b4ecae0b · outbound
This paper cites LLaV A-MoD: Making LLaV A tiny via MoE knowledge distillation,.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs LLaV A-MoD: Making LLaV A tiny via MoE knowledge distillation,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:10:59.688708Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2cc0e583-91db-4558-8cfe-9c09532d6f8c · outbound
This paper cites LLaVA-KD: A Framework of Distilling Multimodal Large Language Models.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs LLaVA-KD: A Framework of Distilling Multimodal Large Language Models
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:10:59.202279Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd16e304-3cec-4b53-b06f-3490fdf6c003 · outbound
This paper cites TinyLLaVA: A Framework of Small-scale Large Multimodal Models.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs TinyLLaVA: A Framework of Small-scale Large Multimodal Models
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:10:59.310503Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a062c843-a419-49d0-aaf5-52d569a31340 · outbound
This paper cites Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases.
Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs Agri-LLaVA: Knowledge-Infused Large Multimodal Assistant on Agricultural Pests and Diseases
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:10:59.387178Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.