Paper Citation Record · LEDGER

Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs

As of 21 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.

pith.paper-citation-record.v1
2506.03168 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:10:59.387178Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+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.