Paper Citation Record · LEDGER

TSFormer: A Robust Framework for Efficient UHD Image Restoration

As of 19 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2411.10951.

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

pith.paper-citation-record.v1
2411.10951 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:11:45.744471Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:07:52.410262Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T15:07:55.168920Z

Reference resolution

42 of 42 outbound references displayed

verified exact2
verified fuzzy31
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d94aba4-1e8b-4a47-9cb1-9a50eddad04d · outbound

This paper cites Estimating error probabilities of sparse representations.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Estimating error probabilities of sparse representations

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.457038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 123e3f8a-d843-4f86-ad18-7d9390ad9b85 · outbound

This paper cites Ran- dom matrix theory and machine learning: a big data perspec- tive.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Ran- dom matrix theory and machine learning: a big data perspec- tive

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.442264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f1fdcbca-7d7d-4bb5-bd27-64fae624ab54 · outbound

This paper cites Ultra-high-definition video streaming and surveillance: Challenges and trends.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Ultra-high-definition video streaming and surveillance: Challenges and trends

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.427570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2b7de7bd-75fc-4f3c-b9f1-748c162974d1 · outbound

This paper cites Random matrix theory for big data analytics in large-scale systems.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Random matrix theory for big data analytics in large-scale systems

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.411816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d8147178-b85f-40da-b2ea-a4ad67abb680 · outbound

This paper cites Sfnet: A shape and feature fusion network for high-resolution image restora- tion.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Sfnet: A shape and feature fusion network for high-resolution image restora- tion

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.397784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c50920f4-ab24-4ea6-bf4e-c6f5a2b66e46 · outbound

This paper cites Separable-patch integration network for uhd video deblurring.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Separable-patch integration network for uhd video deblurring

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.383392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0fe623b4-04a1-4c37-bf3c-d743cbd9bd18 · outbound

This paper cites Eigenvalues and condition numbers of ran- dom matrices.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Eigenvalues and condition numbers of ran- dom matrices

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.369036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 96b81c23-4d68-45ac-a1a7-b350438515ff · outbound

This paper cites Hierarchical Neural Story Generation.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Hierarchical Neural Story Generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.583316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56e68636-f4ff-4b6b-94d2-16f927265121 · outbound

This paper cites Anal- ysis of the empirical eigenvalue distribution of large dimen- sional information-plus-noise type matrices.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Anal- ysis of the empirical eigenvalue distribution of large dimen- sional information-plus-noise type matrices

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.354481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e076f9c8-bf07-4546-8509-38e59f0f369b · outbound

This paper cites Robustness in high- dimensional data processing with random matrix theory.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Robustness in high- dimensional data processing with random matrix theory

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.338642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1a1e8a4f-49c3-4c0a-840a-2ecf577295ec · outbound

This paper cites Scope of va- lidity of psnr in image/video quality assessment.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Scope of va- lidity of psnr in image/video quality assessment

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.323527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 99dafb81-16ac-4aef-9760-6c2c82c4573e · outbound

This paper cites User Pairing and Power Allocation in Untrusted Multiuser NOMA for Internet-of-Things.

TSFormer: A Robust Framework for Efficient UHD Image Restoration User Pairing and Power Allocation in Untrusted Multiuser NOMA for Internet-of-Things

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-08-12T19:11:45.947942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b5b1a241-5cc5-49a7-a551-830c049d3da1 · outbound

This paper cites Embedding fourier for ultra-high-definition low-light image enhance- ment.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Embedding fourier for ultra-high-definition low-light image enhance- ment

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.308690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4100ff2f-e4dc-4964-8ccb-1181fb9c1d70 · outbound

This paper cites Embedding fourier for ultra-high-definition low-light image enhancement.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Embedding fourier for ultra-high-definition low-light image enhancement

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.294142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation de08a4bd-7cf7-482e-8233-07e302de9fdd · outbound

This paper cites Impact of the Hubble tension on the $r$-$n_s$ contour.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Impact of the Hubble tension on the $r$-$n_s$ contour

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.616863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f98b35a-44fe-4dfc-8a06-8f55ce24fda7 · outbound

This paper cites Swinir: Image restoration us- ing swin transformer.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Swinir: Image restoration us- ing swin transformer

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.279197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f69307a1-7dad-4cf3-a321-09c4c8408f3a · outbound

This paper cites High- resolution medical image reconstruction using deep learning: Promises and challenges.

TSFormer: A Robust Framework for Efficient UHD Image Restoration High- resolution medical image reconstruction using deep learning: Promises and challenges

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.262985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 65ecfea7-02cf-432f-bce5-91cdd2530faf · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Swin transformer: Hierarchical vision transformer using shifted windows

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.247509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3fdaf7d3-f385-4bf9-8335-94931857863e · outbound

This paper cites Deep multi-scale convolutional neural network for dynamic scene deblurring.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.232090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 90c63a31-473b-4dc2-863a-e82265dbe0bb · outbound

This paper cites Min p sampling: Balancing creativity and coherence at high temperature.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Min p sampling: Balancing creativity and coherence at high temperature

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.640777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32071eb4-06d7-453d-ae39-d6b23acd72db · outbound

This paper cites Dehazeformer: Transformer-based image dehazing.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Dehazeformer: Transformer-based image dehazing

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.216463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 256e6d7e-fa76-4437-93da-aa594bd5069e · outbound

This paper cites Chemotactic motility-induced phase separation.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Chemotactic motility-induced phase separation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.649447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5ab1e58-e8ff-4950-a3ec-82e75fb146fe · outbound

This paper cites Topics in Random Matrix Theory.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Topics in Random Matrix Theory

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.199718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 481aa09e-07c8-4af1-bb93-8dbc3b51335e · outbound

This paper cites Strip- former: Strip transformer for fast image processing.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Strip- former: Strip transformer for fast image processing

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.182294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3142689c-dc57-43c6-8787-f4a46b4d9271 · outbound

This paper cites Correlation Matching Transformation Transformers for UHD Image Restoration.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Correlation Matching Transformation Transformers for UHD Image Restoration

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.663133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa11defb-a61f-48e4-8e27-16544de3fd84 · outbound

This paper cites Llformer: Transformer-based low-light image enhancement for uhd.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Llformer: Transformer-based low-light image enhancement for uhd

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.166001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 781e62a1-de43-4e2f-a62d-c138a01b3520 · outbound

This paper cites Uhdformer: A lightweight model for ultra-high-definition image restoration.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Uhdformer: A lightweight model for ultra-high-definition image restoration

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.150339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bd476c6a-14ad-42eb-b576-b0a26abdfc34 · outbound

This paper cites Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven Solution.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Ultra-High-Definition Image Restoration: New Benchmarks and A Dual Interaction Prior-Driven Solution

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.677504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce06c909-a8d1-487a-9f93-9e72849174e3 · outbound

This paper cites Ultra-high-definition low-light image enhancement: A benchmark and transformer-based method.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Ultra-high-definition low-light image enhancement: A benchmark and transformer-based method

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.134370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6e2bab43-b6b5-4be2-aa65-a90269afa7ef · outbound

This paper cites Distributionally Robust Receive Combining.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Distributionally Robust Receive Combining

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.687698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b768227-83c8-457e-b8c8-0e3465123e29 · outbound

This paper cites Ultra-high-definition image restoration with dual interaction priors.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Ultra-high-definition image restoration with dual interaction priors

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.118110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 39844bfa-18d0-45ab-9a91-f877f05f2f16 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Image quality assessment: from error visibility to structural similarity

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T19:11:45.696519Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9b1cf63-742f-43e2-9056-4a16a6b20775 · outbound

This paper cites Uformer: A general u- shaped transformer for image restoration.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Uformer: A general u- shaped transformer for image restoration

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.092107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8a3d3000-7225-4d4b-98d3-dc821bd99847 · outbound

This paper cites One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU.

TSFormer: A Robust Framework for Efficient UHD Image Restoration One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-12T19:11:45.808913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation daa1e6bd-6681-4b44-a4cb-3737cf75a9af · outbound

This paper cites Uncertainty and robust- ness in deep learning models.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Uncertainty and robust- ness in deep learning models

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.076904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 020ac352-7a78-44f3-baef-3c9c427d7922 · outbound

This paper cites Advanced techniques in high-resolution image processing.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Advanced techniques in high-resolution image processing

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.060740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a397f593-4256-4e83-aac8-9c098873870c · outbound

This paper cites Advancing image under- standing in poor visibility environments: A collective bench- mark study.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Advancing image under- standing in poor visibility environments: A collective bench- mark study

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.043671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a3d1fe28-f17e-4cec-a7e6-e36573f38ad1 · outbound

This paper cites Restormer: Efficient transformer for high-resolution image restoration.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Restormer: Efficient transformer for high-resolution image restoration

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.028538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3b8db133-3a48-4368-90b0-ec7d1f169ddd · outbound

This paper cites Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-12T19:11:45.787422Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f7e8a79b-4d01-4956-9ecc-3d5b4dff5e17 · outbound

This paper cites Multi-guided bilateral upsam- pling for uhd image dehazing.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Multi-guided bilateral upsam- pling for uhd image dehazing

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:46.012601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a29a6939-5d35-4123-a880-0671057fa6ca · outbound

This paper cites Uhd: A benchmark for ultra-high-definition image restoration.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Uhd: A benchmark for ultra-high-definition image restoration

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:45.996857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4adf2d3c-5434-403a-bfbc-95c13d7caf2c · outbound

This paper cites Self- sampling for probabilistic sparsification in transformers.

TSFormer: A Robust Framework for Efficient UHD Image Restoration Self- sampling for probabilistic sparsification in transformers

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T19:11:45.980660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 9c57fc5f-1d27-493d-b1f4-5d92bcc34816 · inbound

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey cites this paper.

Deep Learning-Driven Ultra-High-Definition Image Restoration: A Survey TSFormer: A Robust Framework for Efficient UHD Image Restoration

Reference 51

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:07:55.220254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.