Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T11:16:39.741639Z
Paper Citation Record · LEDGER
Complexity Experts are Task-Discriminative Learners for Any Image Restoration
As of 17 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 1 inbound Pith citation observation for arXiv:2411.18466.
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 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:27:56.883143Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T05:27:57.087060Z
Reference resolution
72 of 72 outbound references displayed
- verified exact1
- verified fuzzy58
- unresolved13
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation daf89686-e669-4c75-b106-7e035f5324d7 · outbound
This paper cites Multimodal prompt perceiver: Empower adap- tiveness generalizability and fidelity for all-in-one image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Multimodal prompt perceiver: Empower adap- tiveness generalizability and fidelity for all-in-one image restoration
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.382384Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40edcdb3-85a0-4f63-a636-0dac4a915dc3 · outbound
This paper cites Contour detection and hierarchical image segmen- tation.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Contour detection and hierarchical image segmen- tation
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.830174Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2e92b6d6-80c9-4702-9135-47c7792dbad7 · outbound
This paper cites Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Estimating or Propagating Gradients Through Stochastic Neurons for Conditional Computation
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.392601Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0415a74-209d-4f5f-84a2-8431339ef96e · outbound
This paper cites Non-local image dehazing.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Non-local image dehazing
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.817545Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e237fdfc-7fb8-4a21-b93b-30f766163e52 · outbound
This paper cites Dehazenet: An end-to-end system for single image haze removal.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Dehazenet: An end-to-end system for single image haze removal
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.805091Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 15df6754-6c1a-4308-be58-02ed4f561875 · outbound
This paper cites Simple baselines for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Simple baselines for image restoration
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.792135Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2053a915-f883-44bf-b607-a590b4d9b0e4 · outbound
This paper cites Always Clear Days: Degradation Type and Severity Aware All-In-One Adverse Weather Removal.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Always Clear Days: Degradation Type and Severity Aware All-In-One Adverse Weather Removal
Reference 7
- Resolution
- verified exact
- local_arxiv, observed 2026-08-12T11:16:39.899932Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0ff2e68f-b209-488c-a7bf-9fba6aed3b2c · outbound
This paper cites Cross aggregation transformer for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Cross aggregation transformer for image restoration
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.779847Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 75c53d98-5d21-409d-848b-821bfdde20f4 · outbound
This paper cites In- structir: High-quality image restoration following human instructions.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration In- structir: High-quality image restoration following human instructions
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.766865Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6731ef62-6412-4055-b625-06cc1e5360b6 · outbound
This paper cites An application performance optimization model of mobile augmented reality based on hd restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration An application performance optimization model of mobile augmented reality based on hd restoration
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.754042Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 07d4f5c4-0ae4-457c-900a-440ccd0ff26b · outbound
This paper cites Fd-gan: Generative adversarial networks with fusion- discriminator for single image dehazing.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Fd-gan: Generative adversarial networks with fusion- discriminator for single image dehazing
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.740880Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9982c34a-542f-4e70-a49a-1311dcb2035a · outbound
This paper cites Uniprocessor: A text-induced unified low- level image processor.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Uniprocessor: A text-induced unified low- level image processor
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.727549Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d2ba3e8d-97b8-42db-8836-2214ada4060f · outbound
This paper cites A general decoupled learning framework for parameterized image operators.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration A general decoupled learning framework for parameterized image operators
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.714073Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7a3a6269-09e8-433d-8524-ffce2df53896 · outbound
This paper cites Dy- namic scene deblurring with parameter selective sharing and nested skip connections.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Dy- namic scene deblurring with parameter selective sharing and nested skip connections
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.701623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e5c49d9d-bb66-44ac-8050-16f035b5812a · outbound
This paper cites Virtual restoration of deteriorated reli- gious heritage objects using augmented reality technologies.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Virtual restoration of deteriorated reli- gious heritage objects using augmented reality technologies
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.687101Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c7ee62c3-e276-43cb-b29e-6f53e9c00e00 · outbound
This paper cites Mambair: A simple baseline for image restoration with state-space model.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Mambair: A simple baseline for image restoration with state-space model
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.674427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9a985bfd-b301-41c2-a74c-7716d62f3c5e · outbound
This paper cites Onerestore: A universal restoration framework for com- posite degradation.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Onerestore: A universal restoration framework for com- posite degradation
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.661649Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6eeb7fe9-36c1-49c0-a387-5b5237b13d90 · outbound
This paper cites Multi-scale progressive fusion network for single image deraining.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Multi-scale progressive fusion network for single image deraining
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.467255Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b17ab974-d5a9-48ae-a945-63928d67eaca · outbound
This paper cites AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration AutoDIR: Automatic All-in-One Image Restoration with Latent Diffusion
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.471596Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13371632-b497-46ed-a536-e65d3d35e99a · outbound
This paper cites Kingma and Jimmy Ba.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Kingma and Jimmy Ba
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.637799Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a8442d90-2db1-4b9a-bf9c-585155398a82 · outbound
This paper cites Efficient frequency domain-based trans- formers for high-quality image deblurring.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Efficient frequency domain-based trans- formers for high-quality image deblurring
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.622430Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b4368389-aec9-4473-89e1-157a8218e403 · outbound
This paper cites Noise2Noise: Learning Image Restoration without Clean Data.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Noise2Noise: Learning Image Restoration without Clean Data
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.487035Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f1b5eb8-1f5c-4aec-aff7-baed6e768165 · outbound
This paper cites Benchmarking single- image dehazing and beyond.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Benchmarking single- image dehazing and beyond
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.610313Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d713e637-fe99-4ac6-ae22-6405090e4596 · outbound
This paper cites All-In-One Image Restoration for Unknown Corruption.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration All-In-One Image Restoration for Unknown Corruption
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.598346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4ac6eb05-9deb-4e43-8347-1125e3ffc374 · outbound
This paper cites Prompt-In-Prompt Learning for Universal Image Restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Prompt-In-Prompt Learning for Universal Image Restoration
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.503437Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 458fc142-71ea-4268-a8db-310e3ba42aed · outbound
This paper cites Swinir: Image restoration using swin transformer.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Swinir: Image restoration using swin transformer
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.586193Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 49a764e8-8ebc-46f5-90d0-fcb3922de9c7 · outbound
This paper cites Tape: Task-agnostic prior embedding for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Tape: Task-agnostic prior embedding for image restoration
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.572615Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e02993b0-92db-410b-b760-c253035287c7 · outbound
This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Swin transformer: Hierarchical vision transformer using shifted windows
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.518278Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8a7fd32-9974-44d4-ae7e-ecfd66be1dad · outbound
This paper cites WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.523072Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20862a96-9b82-4f07-87d8-88f70ae61d34 · outbound
This paper cites Controlling vision-language models for multi-task image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Controlling vision-language models for multi-task image restoration
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.550259Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a5cbcfce-24f0-4393-9387-c94f97674c7b · outbound
This paper cites Waterloo exploration database: New challenges for image quality as- sessment models.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Waterloo exploration database: New challenges for image quality as- sessment models
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.534868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e98ef3bb-cc35-4c5f-838f-29956fa74b49 · outbound
This paper cites A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.520934Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8ed9d71b-ec14-466e-8666-8961a7092340 · outbound
This paper cites Deep generalized unfolding networks for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Deep generalized unfolding networks for image restoration
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.507686Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c27c94cf-76cc-439a-84b8-0e85d6fee8d8 · outbound
This paper cites Deep multi-scale convolutional neural network for dynamic scene deblurring.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Deep multi-scale convolutional neural network for dynamic scene deblurring
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.495692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7798f5c2-6926-48bc-8420-1a199a96ac50 · outbound
This paper cites Blind image deblurring using dark channel prior.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Blind image deblurring using dark channel prior
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.483378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0efefea6-06d9-4973-aa95-0b44ecbd823b · outbound
This paper cites Promptir: Prompting for all-in-one image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Promptir: Prompting for all-in-one image restoration
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.470492Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7aef5685-bc10-4a01-8399-b20dc8454c65 · outbound
This paper cites From sparse to soft mixtures of experts.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration From sparse to soft mixtures of experts
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.457863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1ef733f4-b396-44f3-9ba4-8d8a45539594 · outbound
This paper cites En- hanced pix2pix dehazing network.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration En- hanced pix2pix dehazing network
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.444664Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 03b6110f-cdb5-427f-831c-e2821dc16e68 · outbound
This paper cites Mixture-of- depths: Dynamically allocating compute in transformer-based language models, 2024.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Mixture-of- depths: Dynamically allocating compute in transformer-based language models, 2024
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.430116Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8b30797a-d981-42f1-b1ad-f35b32a2670b · outbound
This paper cites Progressive image deraining networks: A better and simpler baseline.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Progressive image deraining networks: A better and simpler baseline
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.416427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 22350823-c804-4ce6-a68a-abfd8c349c9d · outbound
This paper cites Gated fusion network for single image dehazing.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Gated fusion network for single image dehazing
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.404389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d8fafa70-bfba-48ad-b69c-0abc96de5d45 · outbound
This paper cites Single image dehazing via multi-scale convolutional neural networks with holistic edges.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Single image dehazing via multi-scale convolutional neural networks with holistic edges
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.390520Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 92bbec9c-177e-4681-ba6f-96b394d35a20 · outbound
This paper cites Scaling vision with sparse mixture of experts.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Scaling vision with sparse mixture of experts
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.377281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 84bdd8da-a1be-4551-9ec2-fe65d76bdf77 · outbound
This paper cites U-Net: Convolutional networks for biomedical image segmentation.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration U-Net: Convolutional networks for biomedical image segmentation
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.362817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a98944d8-ff57-48c9-ba9b-7a36b6cb39bc · outbound
This paper cites Augmented reality for restoration/reconstruction of artefacts with artistic or histori- cal value.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Augmented reality for restoration/reconstruction of artefacts with artistic or histori- cal value
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.348658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f1b4b120-37f6-428a-a2ed-84f9d4c072fb · outbound
This paper cites Outra- geously large neural networks: The sparsely-gated mixture- of-experts layer, 2017.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Outra- geously large neural networks: The sparsely-gated mixture- of-experts layer, 2017
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.334193Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bad182e3-5185-497d-bddd-cfa5ee5191e7 · outbound
This paper cites Mem- net: A persistent memory network for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Mem- net: A persistent memory network for image restoration
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.321682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b889070c-2ca1-42ce-ab60-df62d8ef3ca3 · outbound
This paper cites Image denois- ing using deep cnn with batch renormalization.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Image denois- ing using deep cnn with batch renormalization
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.308431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 063656d0-2b8e-498d-ba39-a8978c75b34b · outbound
This paper cites Transweather: Transformer-based restoration of images degraded by adverse weather conditions.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Transweather: Transformer-based restoration of images degraded by adverse weather conditions
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.293802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6d362bef-aa9c-4432-b494-c6442c5cb9b5 · outbound
This paper cites Promptre- storer: A prompting image restoration method with degrada- tion perception.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Promptre- storer: A prompting image restoration method with degrada- tion perception
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.278975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 11b1fa3d-201e-40dc-91b7-851a67114fd1 · outbound
This paper cites Gridformer: Residual dense transformer with grid structure for image restoration in adverse weather conditions.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Gridformer: Residual dense transformer with grid structure for image restoration in adverse weather conditions
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.259692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5c133e2f-ad1e-4739-b9dd-3d71ec6aab47 · outbound
This paper cites Uformer: A general u-shaped transformer for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Uformer: A general u-shaped transformer for image restoration
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.232768Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 315719b9-6545-4c5f-b753-90e64dfeb024 · outbound
This paper cites Deep Retinex Decomposition for Low-Light Enhancement.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Deep Retinex Decomposition for Low-Light Enhancement
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.644498Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 950a6098-f303-4e83-a8c7-84357a7f7981 · outbound
This paper cites Har- mony in diversity: Improving all-in-one image restoration via multi-task collaboration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Har- mony in diversity: Improving all-in-one image restoration via multi-task collaboration
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.213302Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 62808cf6-0133-4f37-a5b3-4d2d5fdcfc31 · outbound
This paper cites Contrastive learning for compact single image dehazing.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Contrastive learning for compact single image dehazing
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.195623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 191cd060-1d2e-4524-857c-7fa674aaee2e · outbound
This paper cites Learning texture transformer network for image super-resolution.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Learning texture transformer network for image super-resolution
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.177129Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f4fb9052-bbe7-498c-b16e-b38461615bef · outbound
This paper cites Language- driven all-in-one adverse weather removal.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Language- driven all-in-one adverse weather removal
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.157005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bd31c57c-2fd7-41c0-bb89-a5eb12031f95 · outbound
This paper cites All-in-one medical image restoration via task-adaptive routing.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration All-in-one medical image restoration via task-adaptive routing
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.134089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9c3283b5-4acb-454c-9e2f-6b5d3a84581a · outbound
This paper cites Uncertainty guided multi- scale residual learning-using a cycle spinning cnn for single image de-raining.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Uncertainty guided multi- scale residual learning-using a cycle spinning cnn for single image de-raining
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.117007Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5af695ed-dfb4-43bf-b150-e54b040f33d9 · outbound
This paper cites Path-restore: Learning network path se- lection for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Path-restore: Learning network path se- lection for image restoration
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.097470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation df430eb0-0285-419b-be54-cd081d6f2e84 · outbound
This paper cites Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Multi-Expert Adaptive Selection: Task-Balancing for All-in-One Image Restoration
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.686602Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81870556-fec5-48d4-acdb-2005489aea6c · outbound
This paper cites Efficient Degradation-aware Any Image Restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Efficient Degradation-aware Any Image Restoration
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.690994Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0432b0eb-53e7-4f0f-af80-a4ccff49562d · outbound
This paper cites See more details: Efficient image super- resolution by experts mining.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration See more details: Efficient image super- resolution by experts mining
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.076681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5a013ff1-23c4-4fe4-8ef0-ea87a342a039 · outbound
This paper cites Multi-stage progressive image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Multi-stage progressive image restoration
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.700539Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2db36b6-eee4-4e0a-842e-1e566c53c6c8 · outbound
This paper cites Restormer: Efficient transformer for high-resolution image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Restormer: Efficient transformer for high-resolution image restoration
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.045097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2d8ea762-8196-4cb2-a478-20731e3d8396 · outbound
This paper cites Ingredient-oriented multi- degradation learning for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Ingredient-oriented multi- degradation learning for image restoration
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:40.024888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0a1a973a-fffa-4ffe-8182-ba691b8628d6 · outbound
This paper cites Learning deep cnn denoiser prior for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Learning deep cnn denoiser prior for image restoration
Reference 67
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:39.996443Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5b111fde-f87f-476f-ad4f-88e3858e8f40 · outbound
This paper cites Residual Non-local Attention Networks for Image Restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Residual Non-local Attention Networks for Image Restoration
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T11:16:39.721335Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91801b27-1f8d-4b58-8f37-d238c034bf86 · outbound
This paper cites Comprehensive and delicate: An efficient transformer for image restoration.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Comprehensive and delicate: An efficient transformer for image restoration
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:39.981610Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c55b420f-4b43-448b-927f-3c2b9fd05cee · outbound
This paper cites Mixture-of-experts with expert choice routing.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Mixture-of-experts with expert choice routing
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:39.964893Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d5df0c6e-8df6-4243-ab0e-578b092cfd34 · outbound
This paper cites Learning weather- general and weather-specific features for image restoration under multiple adverse weather conditions.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Learning weather- general and weather-specific features for image restoration under multiple adverse weather conditions
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:39.944938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e9b97f5c-3553-4e61-9d28-512a70da0d69 · outbound
This paper cites Restoring vision in adverse weather conditions with patch-based denoising diffusion models.
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Restoring vision in adverse weather conditions with patch-based denoising diffusion models
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-12T11:16:39.926650Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Pith citing papers
Observation f4a63c22-0f2c-40bd-b888-710d6657f5b8 · inbound
M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration cites this paper.
M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration Complexity Experts are Task-Discriminative Learners for Any Image Restoration
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T05:27:57.090834Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.