Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T17:26:37.719980Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2411.12575.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T17:26:37.719980Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 30b41e89-8256-4fd7-8402-b16a7ca1078e · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Comparing the robustness of modern no-reference image-and video-quality metrics to adversarial attacks
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e1cdf2b3-c367-43f2-a185-214781ba84b1 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Fooling an automatic image quality estimator
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9febd3c4-1d7b-42ed-bb81-2b28388e93f6 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment (cer- tified!!) adversarial robustness for free! In The Eleventh In- ternational Conference on Learning Representations , 2022
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 26bcb438-0660-462f-8ec7-3c691bca7d4f · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Topiq: A top-down approach from semantics to distortions for image quality assessment
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fe81af8d-3993-47a7-8186-a50bc0c087b7 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Densepure: Understanding diffusion models towards adver- sarial robustness
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation dec6fd77-1f45-4084-8fbd-d4a13cce0ee3 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment De- tection as regression: Certified object detection with median smoothing
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f37f52ae-b86c-4cc3-8ea6-e64a2c161c77 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Increasing the robustness of image quality assessment models through adversarial training
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 031ce39b-f1a3-4131-a38e-197b4b7b570e · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Increasing the robustness of image quality assessment models through adversarial training
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation eb385355-1a2a-4392-b62b-746260644cc7 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Certified adversarial robustness via randomized smoothing
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c073bf7f-6890-45dd-a1be-2b9de9db2034 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Sparse adversarial video attack based on dual-branch neural network on industrial artificial intelligence of things
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a5684736-5ff5-490d-8234-ce0ca4ba0444 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Perceptual quality assessment of smartphone photog- raphy
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 557f0476-637d-4608-af72-f66e90e4a833 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Massive online crowdsourced study of subjective and objective picture qual- ity
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d29c11ce-b0bd-48f7-a548-0b5fe110ea29 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Lipsim: A provably robust perceptual similarity metric
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 590e50ca-73ff-4249-9d04-a136da900a43 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment LipSim: A Provably Robust Perceptual Similarity Metric
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bfb203c-0ce2-4592-ba16-b7002e4a5f35 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment R-LPIPS: An Adversarially Robust Perceptual Similarity Metric
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65497571-eadb-4918-84ee-c50273904f4d · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Explaining and Harnessing Adversarial Examples
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f137949c-01df-4ee8-9e7c-d21b72404ba8 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Goodfellow, Jonathon Shlens, and Christian Szegedy
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c2026f4d-01d1-4074-b9e6-c1cba1b8dfec · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Guardians of image quality: Benchmark- ing defenses against adversarial attacks on image quality metrics
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8875af73-da7d-458e-a89c-460902e1372d · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Adversarial purification for no-reference image-quality metrics: applicability study and new methods
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 96a64c6c-4be6-4cf2-a3db-fc21b958ce74 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Koniq-10k: An ecologically valid database for deep learning of blind image quality assessment
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 49174bae-c9f9-42be-96fc-d09cf40b38ee · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Can No-Reference Quality-Assessment Methods Serve as Perceptual Losses for Super-Resolution?
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 09e1ebbb-1521-4875-923e-fb96b30f067e · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment E-LPIPS: Robust Perceptual Image Similarity via Random Transformation Ensembles
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dd02337-f530-4c9b-bd00-cf119c34940e · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Image robustness to adversarial attacks on no- reference image-quality metrics
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4a2714de-9213-40f1-aea1-d693f1992b54 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Adversarial attacks against blind image quality assessment models
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c86f2e52-4e45-4d06-80e4-d1e5d31541ab · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Ti-Patch: Tiled Physical Adversarial Patch for no-reference video quality metrics
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2498f77a-5154-456c-a7ba-03a11c275030 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Kadid-10k: A large-scale artificially distorted iqa database
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2095f92b-7de6-45eb-a0bb-566a04126de9 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Defense against adversarial attacks on no- reference image quality models with gradient norm regu- larization
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 01b1309c-08ad-4d3b-91ef-99749c5ef12f · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Evaluating the vulnera- bility of deep learning-based image quality assessment meth- ods to adversarial attacks
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e63e217c-c301-41fa-9bf6-964367c6b6dd · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Reasons for the superiority of stochastic estima- tors over deterministic ones: Robustness, consistency and perceptual quality
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5d492614-4380-444b-8c20-d4b7b9afad91 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Black-box adversarial attacks against im- age quality assessment models
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1a7168ee-a524-4995-8802-52f7227d6c4f · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment U- net: Convolutional networks for biomedical image segmen- tation
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f86be13-b7a0-47b5-9c4d-ca98cda652aa · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Denoised smoothing: A provable defense for pretrained classifiers
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5bdc0ab1-06a7-4e79-83ea-4a4bbe7b3a70 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Universal perturbation attack on differ- entiable no-reference image- and video-quality metrics
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ed1bfa28-b405-4374-b5f7-a842df9f58e4 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Unresolved cited work
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 779a55d2-d3a2-4ed0-96ac-61ffcf6247aa · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Towards adversarial robustness verification of no- reference image- and video-quality metrics
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation eb490197-8878-4cef-87fd-f61912e0fde0 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e678564d-93f5-47ad-a82d-4496612bd018 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Applicability limitations of differentiable full-reference image-quality
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6dd67d2b-8aa1-465b-9a60-1c75e5a49768 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Unveiling the limitations of novel image quality metrics
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation fa4524fe-5e11-442d-91ec-c5a34c92f9c4 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Blindly assess image qual- ity in the wild guided by a self-adaptive hyper network
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0a5a7257-973f-4179-908b-2eccb50359f2 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Mem- net: A persistent memory network for image restoration
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9bed6eed-1718-42fd-bd59-60a69d3d98ef · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Ex- ploring clip for assessing the look and feel of images
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7729ccad-47e8-4182-be82-5801af1bf9e6 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Exploring vulnerabilities of no-reference image quality as- sessment models: A query-based black-box method
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 29e414df-d344-47e2-a223-b4e759c5662c · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Beyond Score Changes: Adversarial Attack on No-Reference Image Quality Assessment from Two Perspectives
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cedfed0-9517-4d8f-9bb4-e602dd75aaa9 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Vulnerabilities in video quality assessment models: The challenge of adversarial attacks
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b7fec684-0f6d-42b9-ac1b-8925c85f05fc · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Secure Video Quality Assessment Resisting Adversarial Attacks
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 99d9b981-cf68-4c63-a6de-f5e81ec164d4 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c6df1403-394d-4d0b-a408-f4ca74964bdd · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Blind image quality assessment using a deep bilinear convolutional neural network
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 101d190e-60fe-4c77-82b7-d10248913414 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Perceptual at- tacks of no-reference image quality models with human-in- the-loop
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 48cbb1f6-be55-4b4e-a4f8-1670b40094bd · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Convolutional neural networks for image denoising and restoration
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 72d5bc0e-9264-422b-a022-54707052d846 · outbound
Stochastic BIQA: Median Randomized Smoothing for Certified Blind Image Quality Assessment Hacking VMAF with Video Color and Contrast Distortion
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.