Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T13:28:56.408865Z
Paper Citation Record · LEDGER
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment
As of 9 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2502.07236.
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 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:16:09.204441Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T17:16:12.475889Z
Reference resolution
19 of 19 outbound references displayed
- verified exact0
- verified fuzzy16
- unresolved3
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 1cd246a1-af53-4c41-84c1-451cd0ed0bdf · outbound
This paper cites Beyond transmitting bits: Context, semantics, and task-oriented communications,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Beyond transmitting bits: Context, semantics, and task-oriented communications,
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T13:28:56.332199Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a2e776d-90d0-497e-ab88-a211730c893d · outbound
This paper cites AI em- powered wireless communications: From bits to semantics,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment AI em- powered wireless communications: From bits to semantics,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.684855Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4635c09e-736b-4dc4-8dcc-8c05bc0df7c7 · outbound
This paper cites Semantic Communications: Principles and Challenges.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Semantic Communications: Principles and Challenges
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T13:28:56.341970Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f177ceb-01db-422b-9448-707d8ee89cfa · outbound
This paper cites Deep joint source-channel coding for wireless image transmission,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Deep joint source-channel coding for wireless image transmission,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.671339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6b37d0f4-dc90-4348-a86a-d7c54368dc8d · outbound
This paper cites Semantic-aware image compressed sensing,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Semantic-aware image compressed sensing,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.657418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 041a4598-9ef4-4d14-9185-64ae43f68425 · outbound
This paper cites Variable-rate deep image compres- sion through spatially-adaptive feature transform,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Variable-rate deep image compres- sion through spatially-adaptive feature transform,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.643681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d746d4af-546d-4561-a8d0-c1d7f8d25a8b · outbound
This paper cites Compression ratio learning and semantic communications for video imaging,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Compression ratio learning and semantic communications for video imaging,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.630003Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 431d8fa4-0796-464d-9cff-dcce9c10abf4 · outbound
This paper cites Deep coded aperture design: An end-to-end approach for computational imaging tasks,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Deep coded aperture design: An end-to-end approach for computational imaging tasks,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.616072Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3756ce6b-350d-4e66-a83f-736520d45893 · outbound
This paper cites Time-multiplexed coded aperture imaging: Learned coded aperture and pixel exposures for compressive imaging systems,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Time-multiplexed coded aperture imaging: Learned coded aperture and pixel exposures for compressive imaging systems,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.601466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9ff2dce5-fd58-4265-938f-70ead524e443 · outbound
This paper cites Compressive light field photography using overcomplete dictionaries and optimized projec- tions,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Compressive light field photography using overcomplete dictionaries and optimized projec- tions,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.586041Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a0f66b73-a6f2-4481-bd51-66db61110faa · outbound
This paper cites Wireless image transmission using deep source channel coding with attention modules,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Wireless image transmission using deep source channel coding with attention modules,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.571680Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1ed34d1f-9445-4f11-a237-16660024437e · outbound
This paper cites Predic- tive and adaptive deep coding for wireless image transmission in semantic communication,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Predic- tive and adaptive deep coding for wireless image transmission in semantic communication,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.557480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 777aa4be-a8ec-4678-8bbf-d6257b9cffed · outbound
This paper cites DeepJSCC-Q: Constellation constrained deep joint source-channel coding,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment DeepJSCC-Q: Constellation constrained deep joint source-channel coding,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.541418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 625a0bed-9b84-49b6-8b92-c0042dcd17c4 · outbound
This paper cites Content-aware scalable deep compressed sensing,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Content-aware scalable deep compressed sensing,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.527012Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b04f17b3-c297-47d5-b713-d9df653fc5c6 · outbound
This paper cites Learning a deep convolutional network for image super-resolution,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Learning a deep convolutional network for image super-resolution,
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-08T13:28:56.393003Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46725f8d-7ce8-4c00-bbab-dc73713d7b10 · outbound
This paper cites Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.503781Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 93b2aff1-2f3b-41d2-a800-a7667ed11408 · outbound
This paper cites Reconnet: Non-iterative reconstruction of images from compressively sensed mea- surements,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Reconnet: Non-iterative reconstruction of images from compressively sensed mea- surements,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.489110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 133b8b55-dbb5-4ba5-a507-07923588f526 · outbound
This paper cites Beyond the kodak image set: A new reference set of color image sequences,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment Beyond the kodak image set: A new reference set of color image sequences,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.474221Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 91c4e797-1aeb-445c-a3ef-810a21d52551 · outbound
This paper cites A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics,.
Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T13:28:56.459085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
Observation 2c5189a4-0fad-483e-a77f-9de340706dd8 · inbound
AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air cites this paper.
AirLLM: Diffusion Policy-based Adaptive LoRA for Remote Fine-Tuning of LLM over the Air Adaptive Sampling and Joint Semantic-Channel Coding under Dynamic Channel Environment
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T17:16:12.646887Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.