Pith. sign in

Paper Citation Record · LEDGER

XYScanNet: A State Space Model for Single Image Deblurring

As of 20 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 1 inbound Pith citation observation for arXiv:2412.10338.

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

pith.paper-citation-record.v1
2412.10338 v3

Coverage vector

measured 67 of 67 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T16:00:12.608378Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T20:02:09.600528Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T20:02:11.163425Z

Reference resolution

67 of 67 outbound references displayed

  • verified exact2
  • verified fuzzy40
  • unresolved24
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 936d60e0-da10-4d23-b3e6-2614ddbfd107 · outbound

This paper cites Demystifying MMD GANs.

XYScanNet: A State Space Model for Single Image Deblurring Demystifying MMD GANs

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.291101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.291101Z digest=sha256:a701f13ad562888964d6af700ec8ad2d3acdb5d214a50208f324d4bb23fcdc13

Observation 4d6e2871-edd2-4b04-8ba8-bb989524e99c · outbound

This paper cites The perception-distortion tradeoff.

XYScanNet: A State Space Model for Single Image Deblurring The perception-distortion tradeoff

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.704853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.296363Z digest=sha256:e2ab548c7e8e8c25836ef2227de4ba1d67250c8edd4da904d0096a0b457f6857

Observation 057469c6-57b4-4f15-846b-d3776ddaab09 · outbound

This paper cites Rethinking lossy com- pression: The rate-distortion-perception tradeoff.

XYScanNet: A State Space Model for Single Image Deblurring Rethinking lossy com- pression: The rate-distortion-perception tradeoff

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.685377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.300992Z digest=sha256:adb144a33bf6f9050bd6a56fb26d1caa76a201fd6cd02c6b257f0adc4a9750c8

Observation fee4b239-d084-4032-ae2a-fca5e1ce12a4 · outbound

This paper cites Blind image deblurring with local maximum gra- dient prior.

XYScanNet: A State Space Model for Single Image Deblurring Blind image deblurring with local maximum gra- dient prior

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.667908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.306665Z digest=sha256:8681b8b41a79c74182c850b69ea251909283f3bdf71ab64164b8b55000d3ac55

Observation d83bf969-b570-4624-9962-38b4985cf8b8 · outbound

This paper cites Simple baselines for image restoration.

XYScanNet: A State Space Model for Single Image Deblurring Simple baselines for image restoration

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.648021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.312101Z digest=sha256:d95b3c78345e2fd52196fe0d6ecb17106ce39286e3fcba449628e42cd8758058

Observation e5755ddb-31b5-4512-b0d5-c3dd4a3d5896 · outbound

This paper cites Rethinking coarse-to-fine approach in sin- gle image deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Rethinking coarse-to-fine approach in sin- gle image deblurring

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.316694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.316694Z digest=sha256:5256c28d33376e7b484d39dcd6bb1ef12ab706f57f8758c6e052595b3613fea4

Observation c19d372b-7d85-4682-8fd0-55139f38ad40 · outbound

This paper cites Sigmoid- weighted linear units for neural network function approxima- tion in reinforcement learning.

XYScanNet: A State Space Model for Single Image Deblurring Sigmoid- weighted linear units for neural network function approxima- tion in reinforcement learning

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.321184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.321184Z digest=sha256:5cfaa54fde41397669a95b4d08c4731f481edf1b3fed5dc475327323c7917be1

Observation a784cd2f-ccde-492f-8d45-38be5acaf5ca · outbound

This paper cites Self-supervised non-uniform kernel estimation with flow-based motion prior for blind im- age deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Self-supervised non-uniform kernel estimation with flow-based motion prior for blind im- age deblurring

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.596596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.325628Z digest=sha256:953c566f85f40bdf8711f5351c29df77ec7c70a362242f8fc808a2b55c32784c

Observation 44d2b632-a27b-44d4-b74b-343cdc35cd26 · outbound

This paper cites Removing camera shake from a single photograph.

XYScanNet: A State Space Model for Single Image Deblurring Removing camera shake from a single photograph

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.579738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.330388Z digest=sha256:b868314501f59526479d3361d531f5c399ba6f746429146fea440bf87f2e5a80

Observation 436e162a-ca6e-42ca-b42a-c154613348e9 · outbound

This paper cites Hungry Hungry Hippos: Towards Language Modeling with State Space Models.

XYScanNet: A State Space Model for Single Image Deblurring Hungry Hungry Hippos: Towards Language Modeling with State Space Models

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.335390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.335390Z digest=sha256:4167b26fd53e6a429314ff0bf5c12c6c6f14fde5000694e4fe860473af357c53

Observation 0b1c91d2-3bd6-4a61-986b-2c36904f3a5b · outbound

This paper cites Learning enriched features via selective state spaces model for efficient image deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Learning enriched features via selective state spaces model for efficient image deblurring

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.563233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.341082Z digest=sha256:c4b9436436ce071e19d74c42e262d6a2fcc2aa448028e2056271c97ce174fd26

Observation bf70bb99-9cc8-4d8a-bbec-01841aee4225 · outbound

This paper cites Shift-tolerant perceptual similarity metric.

XYScanNet: A State Space Model for Single Image Deblurring Shift-tolerant perceptual similarity metric

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.546535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.346149Z digest=sha256:6283a838036a10560a89385d68f666776cc962a9c2f026ed2486ab06fa47d84a

Observation c0f561ab-cd14-415d-b137-7edbdcab2dd0 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

XYScanNet: A State Space Model for Single Image Deblurring Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.350292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.350292Z digest=sha256:f94c85bcd53c0b792a73a0f4838b9b5ff88a7224fa0619060c0d20f1466c3071

Observation 934ef612-d82d-4d64-a585-708a39cefad2 · outbound

This paper cites Hippo: Recurrent memory with optimal polynomial projections.

XYScanNet: A State Space Model for Single Image Deblurring Hippo: Recurrent memory with optimal polynomial projections

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.531311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.355025Z digest=sha256:1bf9143aace34744aa43db508da6d215c578f8a4e7c7f674e45dc6ff50a24840

Observation cd174a5c-7af6-4da6-91bd-b5e17c64cc22 · outbound

This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.

XYScanNet: A State Space Model for Single Image Deblurring Efficiently Modeling Long Sequences with Structured State Spaces

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.359413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.359413Z digest=sha256:795d365fa66106c7a7efb2fc270cecf4075265a8ec55e70c74cd13a892c54e65

Observation 7e873182-d3e9-416a-8eaa-050539ea48b1 · outbound

This paper cites Combining recurrent, convolutional, and continuous-time models with linear state space layers.

XYScanNet: A State Space Model for Single Image Deblurring Combining recurrent, convolutional, and continuous-time models with linear state space layers

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.363516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.363516Z digest=sha256:fa2132b2a574bfb8907b38891760fbb9c9051cb47d9dc08b8d5aa6640d38327a

Observation 34b216d7-3f15-479e-94d1-1aafe4c4b6a0 · outbound

This paper cites MambaIR: A Simple Baseline for Image Restoration with State-Space Model.

XYScanNet: A State Space Model for Single Image Deblurring MambaIR: A Simple Baseline for Image Restoration with State-Space Model

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.367366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.367366Z digest=sha256:12cb99ce67f11e9bb35ea740b88e193a7125a1f4862f6179a11e38c2593b4b34

Observation d03788c9-278b-43cb-b23a-9ccce5b1148d · outbound

This paper cites Gaussian Error Linear Units (GELUs).

XYScanNet: A State Space Model for Single Image Deblurring Gaussian Error Linear Units (GELUs)

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.371629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.371629Z digest=sha256:d375317dafe1e96eda3f3b4917545119f6920dd4eded9e414208d8328464969c

Observation 69015438-103c-4377-924e-60a0e5eb9eb8 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.

XYScanNet: A State Space Model for Single Image Deblurring Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.376595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.376595Z digest=sha256:cf309393554c0414c294ffdf713c7008004eae99b2d613e7b635bc685b18f340

Observation 59d7e6d4-6139-4fe8-8428-41b78979e8f2 · outbound

This paper cites Image deblurring and denoising using color priors.

XYScanNet: A State Space Model for Single Image Deblurring Image deblurring and denoising using color priors

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.497551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.381631Z digest=sha256:f36829a4163081339ef7e4e4fa5a9cb9e0ded68cc4a4f16a550f651e1482584f

Observation 3460b857-81b4-474d-a102-5835d113df2b · outbound

This paper cites Single-image deblurring with neural networks: A comparative survey.

XYScanNet: A State Space Model for Single Image Deblurring Single-image deblurring with neural networks: A comparative survey

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.484098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.388455Z digest=sha256:0bc2bcd12aee527d418f4a101ea42ecd1551d04ffc53a683c585c1daa68df0e0

Observation 4cefb320-5409-4fb8-88e7-dc9670564a70 · outbound

This paper cites Efficient frequency domain-based trans- formers for high-quality image deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Efficient frequency domain-based trans- formers for high-quality image deblurring

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.462954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.392802Z digest=sha256:b5e4d5b68537bef0a2094c8f8af1ae05a1e07c90e117c945822b956e1fc0e833

Observation e18d1320-344a-4d12-8c2e-d1650da19cf0 · outbound

This paper cites Deblurgan: Blind mo- tion deblurring using conditional adversarial networks.

XYScanNet: A State Space Model for Single Image Deblurring Deblurgan: Blind mo- tion deblurring using conditional adversarial networks

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.450212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.397312Z digest=sha256:4367c63a8d070ee7b63a122456e238885474ed76bb02fd8db5044fb97a77aeb5

Observation 15566172-c3cd-4039-a2a5-790eef31eb34 · outbound

This paper cites Deblurgan-v2: Deblurring (orders-of-magnitude) faster and better.

XYScanNet: A State Space Model for Single Image Deblurring Deblurgan-v2: Deblurring (orders-of-magnitude) faster and better

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.436452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.401272Z digest=sha256:8e54822a8bea0e53deeb751add5e8c1df63065e3f308babbb5bce51e71fc204c

Observation 62765e4e-c227-451b-a936-687981d28541 · outbound

This paper cites Advanced Multiple Linear Regression Based Dark Channel Prior Applied on Dehazing Image and Generating Synthetic Haze.

XYScanNet: A State Space Model for Single Image Deblurring Advanced Multiple Linear Regression Based Dark Channel Prior Applied on Dehazing Image and Generating Synthetic Haze

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-11T16:00:12.813496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.405979Z digest=sha256:eba3a918fbde12dd5fcfe017e46244457bfa15a23cbf2e6857a3cb3c6b19bf02

Observation d32ac15c-2d2d-435e-b10a-9459e030fc2c · outbound

This paper cites Perceptual variousness motion deblurring with light global context refinement.

XYScanNet: A State Space Model for Single Image Deblurring Perceptual variousness motion deblurring with light global context refinement

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.417555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.410189Z digest=sha256:6117ecdf4d87cad9c9eb63dc75ce6fb181b01b75f087e54aeadc98a03ed5b621

Observation 477417fc-2a5f-4ab4-9936-7b104fcf42c9 · outbound

This paper cites Motion-adaptive separable collaborative filters for blind motion deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Motion-adaptive separable collaborative filters for blind motion deblurring

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.399832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.414902Z digest=sha256:59f262181e892df69bb9002916a6e9d37704f43364c5e9377913375fb5d9823f

Observation 5069843a-91a9-4021-a364-cc5f3ac82915 · outbound

This paper cites Real- world image deblurring via unsupervised domain adaptation.

XYScanNet: A State Space Model for Single Image Deblurring Real- world image deblurring via unsupervised domain adaptation

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.385577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.419500Z digest=sha256:872516e179efc03df07f34d5fe75e3b1ddb6ee573888960d5fd6bc6cc921c5b8

Observation 52ee98e2-842a-4c62-a4eb-2497ba1dd384 · outbound

This paper cites DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains.

XYScanNet: A State Space Model for Single Image Deblurring DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.423962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.423962Z digest=sha256:0211c9c79a826fd4b0bec876938404118a0bb0b674afce297869023596fc4f74

Observation 116b23d2-d321-4fa5-9487-921513d9d67c · outbound

This paper cites VMamba: Visual State Space Model.

XYScanNet: A State Space Model for Single Image Deblurring VMamba: Visual State Space Model

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.429842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.429842Z digest=sha256:2e7d0ca90e10c37536a715486943768119ae6b7a52b61f7dc270c6cfab9c0c32

Observation 4d24e79b-26ee-47c1-b1ce-c75379ef4bba · outbound

This paper cites Intriguing findings of frequency selection for image deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Intriguing findings of frequency selection for image deblurring

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.372701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.435421Z digest=sha256:7f07c5214b12a92c24b223b9a4805c52d4c550310e806f758750a05bfe1533fc

Observation e5221f04-a333-4c4b-aa18-0c8e698b71f7 · outbound

This paper cites Loformer: Local frequency transformer for im- age deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Loformer: Local frequency transformer for im- age deblurring

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.359577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.439627Z digest=sha256:5706bc51fb7f074b7d03e9f001af92ff7411033a34a02bdd502bd4a4ae4b7880

Observation 17892ff6-67f0-4ed2-96dd-8581bc6f07b8 · outbound

This paper cites Long Range Language Modeling via Gated State Spaces.

XYScanNet: A State Space Model for Single Image Deblurring Long Range Language Modeling via Gated State Spaces

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.448341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.448341Z digest=sha256:c4e56a97e3929191420ea49704c2657951fe2ff5cf6abe57a5a18bb6e3474ffb

Observation 916029bf-8181-4873-b26b-99ce09b5dfcd · outbound

This paper cites completely blind.

XYScanNet: A State Space Model for Single Image Deblurring completely blind

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.331278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.454505Z digest=sha256:44813c2fa93f1c1b3471d330e44f89ddd84e0d1e828e744d91680a5a0ec73d00

Observation d4be14f6-edf0-4a37-9c52-cb1e7df08353 · outbound

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

XYScanNet: A State Space Model for Single Image Deblurring Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.459642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.459642Z digest=sha256:dff828fb5145ec12047ffb5eba92a3085026f1d48719a15f7c2721f6a42691c2

Observation 3ca55dc3-cadf-4d4f-8c95-aba5d705111f · outbound

This paper cites Blind image deblurring using dark channel prior.

XYScanNet: A State Space Model for Single Image Deblurring Blind image deblurring using dark channel prior

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.307156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.465070Z digest=sha256:209b29187250ced0e1ce96c66cb5eb9a7268850d449126723d722d517ed48c0f

Observation 5142700d-0496-420f-98a2-03dc4ca08b6f · outbound

This paper cites On aliased resizing and surprising subtleties in gan evaluation.

XYScanNet: A State Space Model for Single Image Deblurring On aliased resizing and surprising subtleties in gan evaluation

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.470368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.470368Z digest=sha256:1dc7a927c75c2faf20a4e7625cca83010ec0b9e8652e92077e70c47305960341

Observation 3053d7da-502b-4298-8e29-a4e6768df19a · outbound

This paper cites Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges.

XYScanNet: A State Space Model for Single Image Deblurring Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.475862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.475862Z digest=sha256:0f0b063c1628cc044ca8cb0405329a3b9fab6c5d7f1ea54f81358f5cc2d34d1c

Observation 05848bfc-a500-45bf-87c9-0e26139e3609 · outbound

This paper cites Hyena hierarchy: Towards larger con- volutional language models.

XYScanNet: A State Space Model for Single Image Deblurring Hyena hierarchy: Towards larger con- volutional language models

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.285539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.480747Z digest=sha256:98ec20e8d85284d9e26a1f397bc18eac5aa0678689b0895e1cbe734eabe87f6f

Observation 8ea71ad5-f756-479e-ac95-5ea7d50d6d68 · outbound

This paper cites an unresolved cited work.

XYScanNet: A State Space Model for Single Image Deblurring Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:00:13.273087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.484524Z digest=sha256:cc90cd6538b66e88e8a9450eea575ba3699454aa88660e4f62e9af7ff33d1f5f

Observation 83c5c810-cfdd-40a8-8302-f8d87a6be005 · outbound

This paper cites Image deblurring via en- hanced low-rank prior.

XYScanNet: A State Space Model for Single Image Deblurring Image deblurring via en- hanced low-rank prior

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.258773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.489242Z digest=sha256:264d6dde0a75cc3389ad3ac52a21fcd473e718dd6a3d5ea91694bbf3e3ffa7e8

Observation 8a1ddfa3-de3a-4a84-88bf-254e733ba65d · outbound

This paper cites Real-world blur dataset for learning and benchmarking de- blurring algorithms.

XYScanNet: A State Space Model for Single Image Deblurring Real-world blur dataset for learning and benchmarking de- blurring algorithms

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.242466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.493884Z digest=sha256:8f26fe9e3791078ef0a93c941e1677ed40239c9b0176a5284d8274c4e045603b

Observation 21450a28-0c7d-4364-aa21-0b1726bcdcde · outbound

This paper cites Human-aware motion deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Human-aware motion deblurring

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.497787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.497787Z digest=sha256:4b5e17b4a4e4be390e2786894ce76ed4b500d48bfa90f734fba3dc32ffce398d

Observation 69f0b928-1517-4eb3-b237-eaca469da09d · outbound

This paper cites Simplified State Space Layers for Sequence Modeling.

XYScanNet: A State Space Model for Single Image Deblurring Simplified State Space Layers for Sequence Modeling

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.502898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.502898Z digest=sha256:eae08fa42fafa3c0e09502033514d1eb8a33a50662dd73327e6a680feede5b75

Observation 079c6c9c-071a-40a9-bc8c-4e070c50c7ad · outbound

This paper cites Spatially-attentive patch-hierarchical network for adaptive motion deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Spatially-attentive patch-hierarchical network for adaptive motion deblurring

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.219454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.508240Z digest=sha256:245ed823b4da9e7419900e2fd0858a3ad53c318fab7e8ce17fce06c5ca2116fc

Observation 7396dd75-007a-4b19-94d2-5fd34ddec1d7 · outbound

This paper cites Learn- ing a convolutional neural network for non-uniform motion blur removal.

XYScanNet: A State Space Model for Single Image Deblurring Learn- ing a convolutional neural network for non-uniform motion blur removal

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.206307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.512606Z digest=sha256:01ab393c1f200dcb6548d7a19fd71eb06744176a003d79368f83ddb7ca9f9171

Observation 75da34a5-7085-4150-9a43-8152e14d4405 · outbound

This paper cites Scale-recurrent network for deep image deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Scale-recurrent network for deep image deblurring

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.192413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.516800Z digest=sha256:284eeee0ceab47336e57c288e860850a5591abe7f3ab866e91867cfba9323fc3

Observation fe9944fd-2b61-497f-91a6-7e95d8502133 · outbound

This paper cites Stripformer: Strip transformer for fast image deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Stripformer: Strip transformer for fast image deblurring

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.176559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.521018Z digest=sha256:621632fa656c0f2da03bcb783ac939cb16f696cc978349268b54bdeae42607e5

Observation f7718add-d18a-4430-b4c1-108e22526e82 · outbound

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

XYScanNet: A State Space Model for Single Image Deblurring Uformer: A general u-shaped transformer for image restoration

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.161322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.525210Z digest=sha256:3f3c9f0ee6db4ee17e2d0ff2f7db739223544e425eaa58203d5c6258b7c1de90

Observation 7ee82415-2723-44de-9429-6f41103d979c · outbound

This paper cites De- blurring via stochastic refinement.

XYScanNet: A State Space Model for Single Image Deblurring De- blurring via stochastic refinement

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.142227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.530376Z digest=sha256:ff5e310560739db96689829ca70979ca5cb20ece0d9698f10b33527b68dd0815

Observation fc76740f-16b3-43cd-8961-05262098ce3c · outbound

This paper cites Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels.

XYScanNet: A State Space Model for Single Image Deblurring Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.534353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.534353Z digest=sha256:938f84fa5df42ed172c0de0d5ae7afc5f1e5965a82a9ac488085f356318c8930

Observation c713685e-8ac2-4021-aa99-8aa865692691 · outbound

This paper cites Image deblurring via extreme channels prior.

XYScanNet: A State Space Model for Single Image Deblurring Image deblurring via extreme channels prior

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.123036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.539443Z digest=sha256:3d039dc09432a5c18574d1df0b4d81cce4f9e9b308221aa1eebf20dad8deacab

Observation 7fbca01f-8ead-4f53-aa12-64b2aa200746 · outbound

This paper cites Multi-stage progressive image restoration.

XYScanNet: A State Space Model for Single Image Deblurring Multi-stage progressive image restoration

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.108766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.544136Z digest=sha256:10a695a466892c152cd531ba55412bed30fa88489f87a42d68f73a71c7bb8b14

Observation 2fe8dbd2-c2ee-4dae-b173-ce64bdf96900 · outbound

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

XYScanNet: A State Space Model for Single Image Deblurring Restormer: Efficient transformer for high-resolution image restoration

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.548392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.548392Z digest=sha256:1ca91788af3afd0d9da34b50549cafafaac439951f69f61d29e9e5a25cd621ed

Observation 9ee80dc4-cec7-46da-a5ab-52484fb47706 · outbound

This paper cites Multi- image blind deblurring using a coupled adaptive sparse prior.

XYScanNet: A State Space Model for Single Image Deblurring Multi- image blind deblurring using a coupled adaptive sparse prior

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.066912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.557123Z digest=sha256:54cf5109f084061cba7178d9935e3608b0279d8ad6c5916d660198adcbe390f9

Observation 6559ab61-8f71-42bd-ac90-3ddf5de1649f · outbound

This paper cites Deep stacked hierarchical multi-patch network for image deblurring.

XYScanNet: A State Space Model for Single Image Deblurring Deep stacked hierarchical multi-patch network for image deblurring

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.049743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.561070Z digest=sha256:3fb20af6dd299daa0d2fc5085e220266444632d71b7707d895df512983576735

Observation ad0aab81-8556-46d0-a3d1-8fd0d0cd4045 · outbound

This paper cites Deblurring by realistic blurring.

XYScanNet: A State Space Model for Single Image Deblurring Deblurring by realistic blurring

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.569270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.569270Z digest=sha256:1fc660a84d8b0a29237d837f3066258bc7d69e88fa81b12e5afcac51fbd4419f

Observation 597575b4-383d-4cc6-97a0-7841d672c8f8 · outbound

This paper cites Deep image deblurring: A survey.

XYScanNet: A State Space Model for Single Image Deblurring Deep image deblurring: A survey

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:13.013489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.574720Z digest=sha256:5397d637a28e2ce7ad4f3c867f9f4f146ba98630153a1da8d2656bc041042c16

Observation e2ddb921-472c-4102-ab8a-a40a41529fc4 · outbound

This paper cites Perception- distortion balanced admm optimization for single-image super-resolution.

XYScanNet: A State Space Model for Single Image Deblurring Perception- distortion balanced admm optimization for single-image super-resolution

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:12.995105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.579310Z digest=sha256:4b8a250a7c967ab6f4adbfec0f3441d018b2b9d8c83db19fc9452a261e5e6050

Observation bf0b4124-3841-4d72-824f-d57e3d5f48e4 · outbound

This paper cites Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model.

XYScanNet: A State Space Model for Single Image Deblurring Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-11T16:00:12.583555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T16:00:12.583555Z digest=sha256:17942c59068a14b15f3dac75bfb93c0c1ac7bc52719da6e748a9221615c4fc6d

Observation 0443985e-8791-474d-857c-b9201a9a7fd4 · outbound

This paper cites Perceptual-distortion balanced image super-resolution is a multi-objective optimization problem.

XYScanNet: A State Space Model for Single Image Deblurring Perceptual-distortion balanced image super-resolution is a multi-objective optimization problem

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:12.977567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.588451Z digest=sha256:b7266a36ef32c4d95314688da6e4a5df70bd8e78b29b8091f81280a95ae30657

Observation 8a62d3e9-4bfc-43eb-b20f-5820d06bbad1 · outbound

This paper cites Barriers towards no-reference metrics application to compressed video quality analysis: on the example of no-reference metric NIQE.

XYScanNet: A State Space Model for Single Image Deblurring Barriers towards no-reference metrics application to compressed video quality analysis: on the example of no-reference metric NIQE

Reference 62

Resolution
verified exact
local_arxiv, observed 2026-08-11T16:00:12.662018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.593031Z digest=sha256:7ddb99d53942d24803731a6246808e5a87d9712713ae030ec820336a0024ae4a

Observation bd7010b7-56b3-401b-84a7-011a107d4d94 · outbound

This paper cites After that, we explain the basic build- ing blocks with ablation experiments.

XYScanNet: A State Space Model for Single Image Deblurring After that, we explain the basic build- ing blocks with ablation experiments

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:12.961348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.597731Z digest=sha256:51e9cd7992d387057e0aa2a33b7a24c6c930122766f2cfe66d89c3da0a81279c

Observation 2a1d8ef9-bd22-4c28-bb5f-3f831a2083a1 · outbound

This paper cites Experimental Settings We train the full XYScanNet on 8 A100 GPUs, each with 40 GB memory.

XYScanNet: A State Space Model for Single Image Deblurring Experimental Settings We train the full XYScanNet on 8 A100 GPUs, each with 40 GB memory

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:12.944896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.602777Z digest=sha256:7ba60434746e8b08672885689b5fe96c638b38918781b4fe5a86e106369e6be8

Observation 90c6e419-ad67-42d5-9122-e799cc93bf65 · outbound

This paper cites The low-light images may not be clearly visible in this material.

XYScanNet: A State Space Model for Single Image Deblurring The low-light images may not be clearly visible in this material

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T16:00:12.930453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.608378Z digest=sha256:7f7bc567d480663d94ead43b48fae39ad969a16a836c8ea883023910d383edb2

Observation d61a649a-a94a-4960-b6c5-568677509dac · outbound

This paper cites an unresolved cited work.

XYScanNet: A State Space Model for Single Image Deblurring Unresolved cited work

Reference 2022

Resolution
parse uncertain
raw_fallback, observed 2026-08-11T16:00:13.082662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.552180Z digest=sha256:23b2081ea2c8ea2c40d667a1c12bd50505a7f257b2cb0b9e0013d1876b5346d5

Observation 05fe813d-9e39-41f9-839a-bdbeda45d223 · outbound

This paper cites an unresolved cited work.

XYScanNet: A State Space Model for Single Image Deblurring Unresolved cited work

Reference 2024

Resolution
unresolved
raw_fallback, observed 2026-08-11T16:00:13.344819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-11T16:00:12.444182Z digest=sha256:34cf806f4967dda3d556539c9aa2170df45ab5cd8dc33056eb0dda4fd5d28c33

Pith citing papers

Observation eb43a625-7536-4e94-a9fb-7ad8d7108334 · inbound

The Computational Limits of State-Space Models and Mamba via the Lens of Circuit Complexity cites this paper.

The Computational Limits of State-Space Models and Mamba via the Lens of Circuit Complexity XYScanNet: A State Space Model for Single Image Deblurring

Reference 77

Resolution
verified exact
local_arxiv, observed 2026-08-11T20:02:11.168417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-08-11T20:02:09.600528Z digest=sha256:cb954a7fadd8e3960202b2c9db9eb123c667855832aaecc9c3b064e5c23f075a