Pith. sign in

Paper Citation Record · LEDGER

Eyes on the Environment: AI-Driven Analysis for Fire and Smoke Classification, Segmentation, and Detection

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.14552.

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

pith.paper-citation-record.v1
2503.14552 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:18:29.294939Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T21:06:13.311706Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 745f89d2-06fe-4d48-a08a-24c3dec66656 · inbound

Seeing Heat with Color -- RGB-Only Wildfire Temperature Inference from SAM-Guided Multimodal Distillation using Radiometric Ground Truth cites this paper.

Seeing Heat with Color -- RGB-Only Wildfire Temperature Inference from SAM-Guided Multimodal Distillation using Radiometric Ground Truth Eyes on the Environment: AI-Driven Analysis for Fire and Smoke Classification, Segmentation, and Detection

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T04:18:29.294939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:18:29.294939Z digest=sha256:b56058e0241d38d270a3a7dda1061cb7d04f8c6620e4bb77100a31244b9010aa

Observation c9a48528-1cfa-4590-a1cd-9d4ee9ef4617 · inbound

Monte Carlo Beam Search for Actor-Critic Reinforcement Learning in Continuous Control cites this paper.

Monte Carlo Beam Search for Actor-Critic Reinforcement Learning in Continuous Control Eyes on the Environment: AI-Driven Analysis for Fire and Smoke Classification, Segmentation, and Detection

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T21:45:35.088192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T21:45:35.088192Z digest=sha256:8af26101a9b0bf81508ca5698e985cc85b6e25ae83c05ddcebc004b81bb06b91

Observation 0120b913-6528-4b44-8416-0c4d720a650d · inbound

AusSmoke meets MultiNatSmoke: a fully-labelled diverse smoke segmentation dataset cites this paper.

AusSmoke meets MultiNatSmoke: a fully-labelled diverse smoke segmentation dataset Eyes on the Environment: AI-Driven Analysis for Fire and Smoke Classification, Segmentation, and Detection

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-11T21:06:13.314070Z

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.

source=pdf_text observed=2026-05-08T06:52:19.081762Z digest=sha256:e47ce011f077c4d5190e5422798f757451aa6db8dea2a19cb991e318f01cbc04