Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T11:11:12.853886Z
Paper Citation Record · LEDGER
As of 13 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:2509.03112.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T11:11:12.853886Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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
10 of 10 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9a6f0ef3-33f8-4af3-b481-80a22063c319 · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images It includes thirteen spectral bands that span a wide range of wavelengths, from visible to short -wave infrared
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation c7ab5bca-77fc-4cdb-8fcb-f29286c193c0 · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images As shown in Fig
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 92263f67-d69c-44fd-8937-01b8a4888482 · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images Data description and experimental setting 3.1.1
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9a5c4ec7-b8e9-43a7-aec0-d8976e1339a8 · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images It comprises monthly Planet satellite images collected from July 2017 to January 2020, covering a period of over two years
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 596d761f-e18f-4635-88de-d2ad4434c708 · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images We employ the Adaptive moment estimation (Adam) optimizer (Kingma and Ba, 2017) with an initial learning rate of 1𝑙𝑙−4
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b5aa1d9d-a946-4b9b-b83e-a1eb4c813fa2 · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images The F1 score, which harmonizes precision and recall, serves as a primary evaluation metric for change detection tasks
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 75cefd32-0714-41a2-8358-42d6d6fdf9ab · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images Among these methods , seven deep learning -based TSCD methods utilize TSIs to detect change area: LSTM, BiLSTM, UTRNet, ConvLSTM, L-UNet, MC2ABNet, and RLD-Net
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 69e969f1-2c12-4659-8a48-e1087c10fd0b · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images Discussion about the multi branch outputs Table 5 Multi branch outputs of the proposed framework on the DynamicEarthNet dataset
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 13f05e45-e9a5-4763-9a09-3320cf9ecd3e · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images Unresolved cited work
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc96f81a-ad0f-4b7f-ba5a-5f89b647e526 · outbound
Information transmission: Inferring change area from change moment in time series remote sensing images Change Detection Between Optical Remote Sensing Imagery and Map Data via Segment Anything Model (SAM)
Reference 105
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
No inbound Pith citation observations are available.