Paper Citation Record · LEDGER

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning

As of 21 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 4 inbound Pith citation observations for arXiv:2505.17910.

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

pith.paper-citation-record.v1
2505.17910 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:43:14.756885Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:43:54.944145Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T01:37:30.561368Z

Reference resolution

56 of 56 outbound references displayed

verified exact1
verified fuzzy48
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 718c298c-5ee4-4ddc-8d0c-d8079ee58567 · outbound

This paper cites Glean: Generative latent bank for large-factor image super-resolution.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Glean: Generative latent bank for large-factor image super-resolution

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:24.962104Z

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 c760fddc-ca1f-4696-84c7-984242a66c67 · outbound

This paper cites Progressive semantic-aware style transformation for blind face restoration.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Progressive semantic-aware style transformation for blind face restoration

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:24.803912Z

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 ad04389b-bdf4-42ae-8b58-21e004bb41a7 · outbound

This paper cites Towards real-world blind face restoration with generative diffusion prior.IEEE Transactions on Circuits and Systems for Video Technology, 2024.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Towards real-world blind face restoration with generative diffusion prior.IEEE Transactions on Circuits and Systems for Video Technology, 2024

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:24.684001Z

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 148f7dc2-2de0-4d23-a87b-0d9610482b77 · outbound

This paper cites Fsrnet: End-to-end learning face super-resolution with facial priors.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Fsrnet: End-to-end learning face super-resolution with facial priors

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:24.537745Z

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 5fce3eef-8766-450c-9c99-3905e15ccddd · outbound

This paper cites Directly Fine-Tuning Diffusion Models on Differentiable Rewards.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Directly Fine-Tuning Diffusion Models on Differentiable Rewards

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:43:10.849989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00b29b7b-29dc-4bf2-bc71-bd9a6fc9f689 · outbound

This paper cites Support-vector networks.Machine learning, 20:273–297,.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Support-vector networks.Machine learning, 20:273–297,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:24.395446Z

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 5d290be1-635f-493c-9ad1-0dddbbf1d2fa · outbound

This paper cites Vqfr: Blind face restoration with vector-quantized dictionary and parallel decoder.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Vqfr: Blind face restoration with vector-quantized dictionary and parallel decoder

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:24.230387Z

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 4f054c4b-31d9-4ea7-bbc0-828d2ef0469c · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:43:11.021127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f03e8b7e-85bb-4838-bff6-238f1d170de4 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.Advances in Neural Information Processing Systems (NeurIPS), 2017.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Gans trained by a two time-scale update rule converge to a local nash equilibrium.Advances in Neural Information Processing Systems (NeurIPS), 2017

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:24.110055Z

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 05e82e94-b570-401f-8015-bfa097afef64 · outbound

This paper cites Denoising diffusion probabilistic models.Advances in Neural Information Processing Systems (NeurIPS), 2020.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Denoising diffusion probabilistic models.Advances in Neural Information Processing Systems (NeurIPS), 2020

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:23.942687Z

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 83499fe8-6cd5-4263-8a25-957c28efc6e0 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning LoRA: Low-rank adaptation of large language models

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:23.734928Z

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 8e913c5f-684f-4c9d-b71a-0f5d638de725 · outbound

This paper cites Characterizing photorealism and artifacts in diffusion model-generated images.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Characterizing photorealism and artifacts in diffusion model-generated images

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:23.546803Z

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 4bc87952-699c-428f-bab9-a509911c3220 · outbound

This paper cites Karras, S.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Karras, S

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:23.325462Z

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 d50c7cf5-cb29-47a6-98ce-5c1930dc3bba · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning A style-based generator architecture for generative adversarial networks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:23.049631Z

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 b9bcfa07-777e-4e56-9926-f3bb3043043f · outbound

This paper cites Analyzing and improving the image quality of stylegan.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Analyzing and improving the image quality of stylegan

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:22.826081Z

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 e247582c-8c7b-42ed-9f16-c86408a20901 · outbound

This paper cites Musiq: Multi-scale image quality transformer.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Musiq: Multi-scale image quality transformer

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:22.530168Z

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 a52ca682-804e-47d5-a6e1-49e477106ce0 · outbound

This paper cites Progressive Face Super-Resolution via Attention to Facial Landmark.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Progressive Face Super-Resolution via Attention to Facial Landmark

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:43:11.709652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f60c84-78ae-4ea3-b72a-dc985b9f2e78 · outbound

This paper cites Auto-encoding variational bayes, 2013.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Auto-encoding variational bayes, 2013

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:22.274279Z

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 d1c33d14-c839-40e1-bac8-b5eede541bc9 · outbound

This paper cites Pick-a-pic: An open dataset of user preferences for text-to-image generation.Advances in Neural Information Processing Systems (NeurIPS), 2023.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Pick-a-pic: An open dataset of user preferences for text-to-image generation.Advances in Neural Information Processing Systems (NeurIPS), 2023

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:22.034067Z

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 de037e14-7b52-4133-8a38-c7bb27312cb2 · outbound

This paper cites Aesthetic predictor: A linear estimator on top of clip to predict the aesthetic quality of pictures.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Aesthetic predictor: A linear estimator on top of clip to predict the aesthetic quality of pictures

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:21.783549Z

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 ad46fbe2-5b50-4286-888d-5a75fbfc56f9 · outbound

This paper cites Photo-realistic single image super-resolution using a generative adversarial network.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Photo-realistic single image super-resolution using a generative adversarial network

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:21.459816Z

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 3fb595e1-04f6-44ab-8764-c65e3f634a6a · outbound

This paper cites Blind face restoration via deep multi-scale component dictionaries.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Blind face restoration via deep multi-scale component dictionaries

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:21.239590Z

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 acb43834-ebc8-493a-a49e-e3097025b73c · outbound

This paper cites Learning warped guidance for blind face restoration.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Learning warped guidance for blind face restoration

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:20.991235Z

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 e94a2e86-cd69-48ea-8648-be33b719ee0f · outbound

This paper cites Swinir: Image restoration using swin transformer.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Swinir: Image restoration using swin transformer

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:20.767871Z

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 c2c42e18-93da-4478-a63b-efb7865c83ea · outbound

This paper cites Rich human feedback for text-to-image generation.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Rich human feedback for text-to-image generation

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:20.546402Z

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 b4552cc6-c2dc-4f41-8e31-169f87b50d7d · outbound

This paper cites Diffbir: Toward blind image restoration with generative diffusion prior.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Diffbir: Toward blind image restoration with generative diffusion prior

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:20.346735Z

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 d4ef44b3-583f-43fe-9992-8a2c869c006b · outbound

This paper cites Visual instruction tuning.Advances in Neural Information Processing Systems (NeurIPS), 2023.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Visual instruction tuning.Advances in Neural Information Processing Systems (NeurIPS), 2023

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:20.101445Z

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 69fe4d46-0248-469d-8cb9-7a2388472501 · outbound

This paper cites Reward-Instruct: A Reward-Centric Approach to Fast Photo-Realistic Image Generation.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Reward-Instruct: A Reward-Centric Approach to Fast Photo-Realistic Image Generation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:43:12.429460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e638e88-f2c0-4457-920a-dc79bb1bf820 · outbound

This paper cites Pulse: Self- supervised photo upsampling via latent space exploration of generative models.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Pulse: Self- supervised photo upsampling via latent space exploration of generative models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:19.839982Z

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 1f2cc6a3-3692-417a-a9ec-8d07af72fa5d · outbound

This paper cites completely blind.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning completely blind

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:19.644008Z

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 9bae9673-95ce-45d3-b8cc-9c491ca3ae17 · outbound

This paper cites Aligning Text-to-Image Diffusion Models with Reward Backpropagation.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Aligning Text-to-Image Diffusion Models with Reward Backpropagation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:43:12.628795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca9d276c-c442-464e-9a4e-b3c18a5d688e · outbound

This paper cites Learning transferable visual models from natural language supervision.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Learning transferable visual models from natural language supervision

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:19.432615Z

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 80685644-3b16-40cf-8e3f-d53f7a81634c · outbound

This paper cites High- resolution image synthesis with latent diffusion models.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning High- resolution image synthesis with latent diffusion models

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:19.235064Z

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 236d1e4c-0b47-40b2-82bf-73a3c59c85e1 · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning U-net: Convolutional networks for biomedical image segmentation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:19.007600Z

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 b268d18c-58ba-4f9e-9790-7abf67352394 · outbound

This paper cites Deep semantic face deblurring.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Deep semantic face deblurring

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:18.817215Z

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 d7dc5ec6-5b74-43ef-a0e5-8872a793d920 · outbound

This paper cites Defining and characterizing reward gaming.Advances in Neural Information Processing Systems, 35:9460– 9471, 2022.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Defining and characterizing reward gaming.Advances in Neural Information Processing Systems, 35:9460– 9471, 2022

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:18.646985Z

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 a74b6ccc-f968-4b9d-8610-3efe956aac91 · outbound

This paper cites Deep unsuper- vised learning using nonequilibrium thermodynamics.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Deep unsuper- vised learning using nonequilibrium thermodynamics

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:18.438286Z

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 eed38ac3-cd4c-4237-96a3-6f5e967b3cab · outbound

This paper cites Denoising Diffusion Implicit Models.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Denoising Diffusion Implicit Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T14:43:13.249035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68de1b75-2a21-4e47-884b-dc0262340b5d · outbound

This paper cites Exploring clip for assessing the look and feel of images.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Exploring clip for assessing the look and feel of images

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:18.263596Z

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 c110c6b1-f63b-4ac5-9b0f-7b1da83a208b · outbound

This paper cites Towards real-world blind face restoration with generative facial prior.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Towards real-world blind face restoration with generative facial prior

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:18.067523Z

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 1d7be7b4-4b7a-4da7-88e1-e2dff84bb988 · outbound

This paper cites Esrgan: Enhanced super-resolution generative adversarial networks.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Esrgan: Enhanced super-resolution generative adversarial networks

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:17.864166Z

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 08e7c8b4-f217-44d3-8672-7859a154ca33 · outbound

This paper cites Dr2: Diffusion-based robust degradation remover for blind face restoration.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Dr2: Diffusion-based robust degradation remover for blind face restoration

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:17.619759Z

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 3f39bee8-4558-412a-9c37-98550407e692 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity.IEEE Transactions on Image Processing (TIP), 13(4):600–612, 2004.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Image quality assessment: from error visibility to structural similarity.IEEE Transactions on Image Processing (TIP), 13(4):600–612, 2004

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:17.437953Z

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 d0000871-9e84-42f6-9963-ff4156c6d8e6 · outbound

This paper cites Restoreformer: High-quality blind face restoration from undegraded key-value pairs.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Restoreformer: High-quality blind face restoration from undegraded key-value pairs

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:17.197041Z

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 a18c9fd8-c0f3-47a8-8986-b9b368ad6e55 · outbound

This paper cites One-step effective diffusion network for real-world image super-resolution.Advances in Neural Information Processing Systems (NeurIPS), 2024.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning One-step effective diffusion network for real-world image super-resolution.Advances in Neural Information Processing Systems (NeurIPS), 2024

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:16.998254Z

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 e8e61b81-ef69-4dbf-ac56-66ba2781c119 · outbound

This paper cites Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:43:13.853846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b325b84b-717e-4d4e-9673-959dcb93c511 · outbound

This paper cites Lpff: A portrait dataset for face generators across large poses.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Lpff: A portrait dataset for face generators across large poses

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:16.763138Z

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 8ed26a34-5d4f-4973-ba6a-76e317c73dc9 · outbound

This paper cites Imagereward: learning and evaluating human preferences for text-to-image generation.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Imagereward: learning and evaluating human preferences for text-to-image generation

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:16.539064Z

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 e81d8932-8570-4fe8-ac4f-837d6e7d7426 · outbound

This paper cites Maniqa: Multi-dimension attention network for no-reference image quality assessment.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Maniqa: Multi-dimension attention network for no-reference image quality assessment

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:16.323903Z

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 b90a804e-906a-4080-9fa6-07638254ba68 · outbound

This paper cites Face super- resolution guided by facial component heatmaps.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Face super- resolution guided by facial component heatmaps

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:16.151185Z

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 4963b185-12b5-463a-9f88-4469ed5d935f · outbound

This paper cites Difface: Blind face restoration with diffused error contraction.IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Difface: Blind face restoration with diffused error contraction.IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2024

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:16.016777Z

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 51e81212-8917-464c-9273-97f32910a76f · outbound

This paper cites Adding conditional control to text-to-image diffusion models.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Adding conditional control to text-to-image diffusion models

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:15.855963Z

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 c0b46a89-2daf-4ef4-a0c1-7c3c5e356520 · outbound

This paper cites The unreason- able effectiveness of deep features as a perceptual metric.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning The unreason- able effectiveness of deep features as a perceptual metric

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:15.677557Z

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 c1e82585-5700-475e-829a-7887bc15913b · outbound

This paper cites Learning multi-dimensional human preference for text-to-image generation.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning Learning multi-dimensional human preference for text-to-image generation

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:15.471907Z

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 0d73a482-7dd7-42ab-8e54-38e8c5925582 · outbound

This paper cites TD-BFR: Truncated Diffusion Model for Efficient Blind Face Restoration.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning TD-BFR: Truncated Diffusion Model for Efficient Blind Face Restoration

Reference 55

Resolution: verified exact; local_arxiv, observed 2026-08-07T14:43:14.933738Z

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 87050da2-310b-4b48-b1b9-6c1f666c631b · outbound

This paper cites loopholes.

DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning loopholes

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:43:15.261869Z

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.

Pith citing papers

Observation 51e45ea2-3749-434d-8a77-0ef4b0a3acad · inbound

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration cites this paper.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T07:38:49.913591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 083a7a49-96ed-459a-b49f-eedf5b3b66fc · inbound

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges cites this paper.

Reward Hacking in the Era of Large Models: Mechanisms, Emergent Misalignment, Challenges DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning

Reference 196

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:00:28.289642Z

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 16efb148-522e-4624-92ab-607a261213bf · inbound

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization cites this paper.

Proxy Reward Internalization and Mechanistic Exploitation: A Learned Precursor to Reward Hacking and Its Generalization DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning

Reference 294

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T01:37:30.562662Z

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 bbf45ff9-0d39-4ad1-b6c4-9b1e328ee1b6 · inbound

GeoMAR: Unleashing Geometrically Aligned Features for Masked Autoregressive Blind Face Restoration cites this paper.

GeoMAR: Unleashing Geometrically Aligned Features for Masked Autoregressive Blind Face Restoration DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T05:43:54.944145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.