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Paper Citation Record · LEDGER

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration

As of 9 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2601.19506.

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

pith.paper-citation-record.v1
2601.19506 v4

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T07:38:54.584512Z

measured 79 of 79 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

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Reference resolution

79 of 79 outbound references displayed

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Outbound references

Observation cb0bf778-49bc-4864-814d-f37146855d19 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Towards real-world blind face restoration with generative facial prior,

Reference 1

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Observation eecc363b-55ff-4c13-9b23-7a604329f478 · outbound

This paper cites Gan prior embedded network for blind face restoration in the wild,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Gan prior embedded network for blind face restoration in the wild,

Reference 2

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Observation 20df0f67-baae-4a1a-8c9b-a02edb515cb8 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Vqfr: Blind face restoration with vector-quantized dictionary and parallel decoder,

Reference 3

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Observation ea8b9db2-83c2-404e-bd1a-0af7b079d88d · outbound

This paper cites Towards robust blind face restoration with codebook lookup transformer,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Towards robust blind face restoration with codebook lookup transformer,

Reference 4

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Observation f1ee8b94-4739-4b2f-b814-c7453e24d7fb · outbound

This paper cites Difface: Blind face restoration with diffused error contraction,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Difface: Blind face restoration with diffused error contraction,

Reference 5

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Observation c2bd6c65-1e58-4a44-adb5-8c558f884ba2 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Dr2: Diffusion-based robust degradation remover for blind face restoration,

Reference 6

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Observation 51f8cd49-6215-4bb7-8b4e-e7d3719a832c · outbound

This paper cites Dual Associated Encoder for Face Restoration.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Dual Associated Encoder for Face Restoration

Reference 7

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Observation 9b9e8f59-4751-40b2-979f-0fd01a8094ae · outbound

This paper cites Blind image restoration by anisotropic regularization,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Blind image restoration by anisotropic regularization,

Reference 8

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Observation 004d217b-d480-48cf-8524-5a6fcc8d5bc1 · outbound

This paper cites Blind image deconvolution,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Blind image deconvolution,

Reference 9

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Observation a4402ccd-0270-4447-b4e3-97c837185362 · outbound

This paper cites Deep variational network toward blind image restoration,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Deep variational network toward blind image restoration,

Reference 10

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Observation 43fe62d3-62b7-4b4d-ab88-cd2b6ac030d2 · outbound

This paper cites DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior

Reference 11

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Observation 5e2672a3-ce22-49cc-8bfc-00499748b423 · outbound

This paper cites Universal image restora- tion pre-training via masked degradation classification,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Universal image restora- tion pre-training via masked degradation classification,

Reference 12

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Observation 87836b6b-b3ef-4631-8e02-977f612f89f2 · outbound

This paper cites A survey on all-in- one image restoration: Taxonomy, evaluation and future trends,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration A survey on all-in- one image restoration: Taxonomy, evaluation and future trends,

Reference 13

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Observation f7e119be-4484-4d98-bc18-8bbf429e5250 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Photo-realistic single image super-resolution using a generative adversarial network,

Reference 14

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Observation 959edf97-bbf5-4970-a731-bc3797f4d7ca · outbound

This paper cites Esrgan: Enhanced super-resolution generative adversar- ial networks,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Esrgan: Enhanced super-resolution generative adversar- ial networks,

Reference 15

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Observation edc6266e-9895-4e21-85a3-b68eb15c4d30 · outbound

This paper cites Real-world super- resolution via kernel estimation and noise injection,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Real-world super- resolution via kernel estimation and noise injection,

Reference 16

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Observation cffebbda-b4a1-4907-8b1b-debe6ff19bf7 · outbound

This paper cites Auto-Encoding Variational Bayes.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Auto-Encoding Variational Bayes

Reference 17

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Observation e0f7c351-ae2f-4652-9767-4da07538c5f1 · outbound

This paper cites Generative adversarial nets,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Generative adversarial nets,

Reference 18

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Observation 63723bf4-3e7a-43d4-b9c7-41dadc48fe1a · outbound

This paper cites Denoising diffusion probabilistic models,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Denoising diffusion probabilistic models,

Reference 19

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Observation bcef0936-b533-441b-8dc4-be0c2b2cfbd9 · outbound

This paper cites Generative modeling by estimating gradients of the data distribution,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Generative modeling by estimating gradients of the data distribution,

Reference 20

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Observation a8ab5ebd-59db-4d81-8401-0f1a3b569ab2 · outbound

This paper cites Transfer between Modalities with MetaQueries.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Transfer between Modalities with MetaQueries

Reference 21

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Observation cd6717e8-1039-4343-b64a-c24bb4d1f2fd · outbound

This paper cites Blip3o-next: Next frontier of native image generation,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Blip3o-next: Next frontier of native image generation,

Reference 22

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Observation d8379ad9-609e-4ff2-9c11-4af3053796be · outbound

This paper cites Vision as a Dialect: Unifying Visual Understanding and Generation via Text-Aligned Representations.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Vision as a Dialect: Unifying Visual Understanding and Generation via Text-Aligned Representations

Reference 23

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Observation 5811619e-a85d-49e0-aa92-48d4cfed2cd3 · outbound

This paper cites Auto-Regressively Generating Multi-View Consistent Images.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Auto-Regressively Generating Multi-View Consistent Images

Reference 24

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Observation f7e43b0e-dc52-4ea4-af76-f3445a80729f · outbound

This paper cites Omni-view: Unlocking how generation facilitates under- standing in unified 3d model based on multiview images,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Omni-view: Unlocking how generation facilitates under- standing in unified 3d model based on multiview images,

Reference 25

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Observation af572228-bcce-42d0-a204-34dae9cba01c · outbound

This paper cites UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation

Reference 26

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Observation b489ed7b-bb03-4614-a600-a35b0462f1a3 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 27

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Observation d7e94f7e-b505-4c2b-878f-306ff7d927df · outbound

This paper cites Flow-GRPO: Training Flow Matching Models via Online RL.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Flow-GRPO: Training Flow Matching Models via Online RL

Reference 28

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Observation b17e3dad-6831-4e73-a5ec-f797b1cb1685 · outbound

This paper cites DiffusionNFT: Online Diffusion Reinforcement with Forward Process.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration DiffusionNFT: Online Diffusion Reinforcement with Forward Process

Reference 29

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Observation e58c6f1c-32d9-4757-971a-c2a6aa715744 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Fsrnet: End-to-end learning face super-resolution with facial priors,

Reference 30

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Observation 38e09c88-f783-4212-ab5f-f44886422ac2 · outbound

This paper cites Pro- gressive semantic-aware style transformation for blind face restoration,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Pro- gressive semantic-aware style transformation for blind face restoration,

Reference 31

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Observation 8dd0c718-3ed4-485a-ae39-0952bdf06a82 · outbound

This paper cites Face super-resolution guided by 3d facial priors,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Face super-resolution guided by 3d facial priors,

Reference 32

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Observation f959941c-ff14-459e-8397-6b40d38f70b5 · outbound

This paper cites Exemplar guided face image super- resolution without facial landmarks,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Exemplar guided face image super- resolution without facial landmarks,

Reference 33

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Observation 513204d2-0db5-466b-936c-43003e564c70 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Blind face restoration via deep multi-scale component dictionaries,

Reference 34

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Observation a6033d40-a23f-45e2-afe2-927e44ea7dfa · outbound

This paper cites Image processing using multi-code gan prior,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Image processing using multi-code gan prior,

Reference 36

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Observation 86e0af5f-7f87-4d7a-98d4-cae6740159cb · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Pulse: Self- supervised photo upsampling via latent space exploration of generative models,

Reference 37

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Observation 87836a92-67ce-47d1-b963-4d1dd0803462 · outbound

This paper cites Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative Models.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Perceive, Understand and Restore: Real-World Image Super-Resolution with Autoregressive Multimodal Generative Models

Reference 38

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source=pdf_text observed=2026-08-03T07:38:48.771332Z digest=sha256:6bbdc7d08a1fd89885840e42d7051f5834f693fc9d25283ae60aaed75592439d

Observation 0930fb3a-99ba-47d6-a474-394b30a51ecd · outbound

This paper cites Promptir: Prompting for all-in-one image restoration,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Promptir: Prompting for all-in-one image restoration,

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source=pdf_text observed=2026-08-03T07:38:49.025187Z digest=sha256:6d9ddf5b713dbacc82a33aedc00d25254f90b598fd3dc95e4f9c3968973ae468

Observation d649048f-4c6f-4925-bf10-57aa572e2e6a · outbound

This paper cites Instructir: High-quality image restoration following human instructions,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Instructir: High-quality image restoration following human instructions,

Reference 41

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source=pdf_text observed=2026-08-03T07:38:49.192217Z digest=sha256:cc725bc70c78ef53e8e4ef5ef9c3fdc966954b71591766dbfbfdc6b9b25803b5

Observation bfb4cc1c-6b64-437c-a1c8-ecb1547d355e · outbound

This paper cites Controlling Vision-Language Models for Multi-Task Image Restoration.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Controlling Vision-Language Models for Multi-Task Image Restoration

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source=pdf_text observed=2026-08-03T07:38:49.296893Z digest=sha256:474565cc929b172153991bc84c4ac001e7d11cb8fa6819203b5379d43ddf30c3

Observation 82d89dea-22ac-48d7-b623-f5b54e08b2e0 · outbound

This paper cites Crafting a toolchain for image restoration by deep reinforcement learning,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Crafting a toolchain for image restoration by deep reinforcement learning,

Reference 43

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source=pdf_text observed=2026-08-03T07:38:49.441010Z digest=sha256:7bbca9567e563b8c1b451634582d8a6de19ecde3987941e4df0837f048df2855

Observation a8a35235-6ea1-4b88-8ecf-b79a45f1de2c · outbound

This paper cites Path-restore: Learn- ing network path selection for image restoration,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Path-restore: Learn- ing network path selection for image restoration,

Reference 44

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source=pdf_text observed=2026-08-03T07:38:49.566712Z digest=sha256:41976e889ebb17ea46250e789d3a303b5a09ddd669a6da10ace2e3b8c9871036

Observation d99634ac-58cf-48ac-a6a2-bbf7cfd2f826 · outbound

This paper cites Training language models to follow instructions with human feedback,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Training language models to follow instructions with human feedback,

Reference 45

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source=pdf_text observed=2026-08-03T07:38:49.735623Z digest=sha256:052a7d51c5bdc9e53c39ec83d6646472ee29630260154589f955f640ff257fca

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

This paper cites DiffusionReward: Enhancing Blind Face Restoration through Reward Feedback Learning.

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

Reference 46

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source=pdf_text observed=2026-08-03T07:38:49.913591Z digest=sha256:2ac9d3d103582967885b73440043576cbd2257f427c840d2f8b0816f6b1249ce

Observation 472ef920-58ad-45f2-90b5-c53df7265753 · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Direct preference optimization: Your language model is secretly a reward model,

Reference 47

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source=pdf_text observed=2026-08-03T07:38:50.022907Z digest=sha256:ec141dd0063de26280a37c72c76b328220bd02bc87755d97bf847789f96a0948

Observation 24e6f22a-d503-4659-8c8d-7c259df38eee · outbound

This paper cites DSPO: Direct Semantic Preference Optimization for Real-World Image Super-Resolution.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration DSPO: Direct Semantic Preference Optimization for Real-World Image Super-Resolution

Reference 48

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source=pdf_text observed=2026-08-03T07:38:50.117589Z digest=sha256:4fce0977f8a6920b421733efd716e8f6ecd4dc8ca54304289faf39b91ac7d28d

Observation 8a52bf5e-2f8e-46dd-967e-9ed89c3bb46c · outbound

This paper cites IRPO: Boosting Image Restoration via Post-training GRPO.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration IRPO: Boosting Image Restoration via Post-training GRPO

Reference 49

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source=pdf_text observed=2026-08-03T07:38:50.237882Z digest=sha256:0779704a437a9f02bb8327adc95ef4c60479be589c3a1cabebec526baeb96811

Observation f70709f0-757c-465a-b21f-e6b10d43ac51 · outbound

This paper cites RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration RealSR-R1: Reinforcement Learning for Real-World Image Super-Resolution with Vision-Language Chain-of-Thought

Reference 50

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source=pdf_text observed=2026-08-03T07:38:50.467496Z digest=sha256:8ab42094f4f47e0d2df32390daa5c82f3baabbf6ad0f515a0a06dcc555d6bf53

Observation 33287bce-fbbb-41be-aee9-6c2d80c226b0 · outbound

This paper cites Test- time preference optimization for image restoration,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Test- time preference optimization for image restoration,

Reference 51

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source=pdf_text observed=2026-08-03T07:38:50.717608Z digest=sha256:d512dbd86d6411d849667b5e926a81fc61f74fd55e8a3bc54fc4d028582b95b7

Observation bebcd6c5-f4a7-4f24-b332-111d65960031 · outbound

This paper cites Bridging supervised learning and reinforce- ment learning in math reasoning,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Bridging supervised learning and reinforce- ment learning in math reasoning,

Reference 52

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source=pdf_text observed=2026-08-03T07:38:50.805477Z digest=sha256:bfd139fe6c062fda686396a4801f884c423de36424ae974fde25a44ce024bec6

Observation 50577dba-4331-48e0-9f25-f3422b8e8297 · outbound

This paper cites A mathematical theory of communication,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration A mathematical theory of communication,

Reference 53

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source=pdf_text observed=2026-08-03T07:38:50.949426Z digest=sha256:df48e31bc73bd416ae90ba0c85ea10ea2238c2e24d1017aa529c522bb45b20ab

Observation fdde5911-33fd-4774-95af-91bd62e81814 · outbound

This paper cites A tutorial on energy-based learning,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration A tutorial on energy-based learning,

Reference 54

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source=pdf_text observed=2026-08-03T07:38:51.084196Z digest=sha256:a512f28f86ee3e04678e6ad893320bd44531062c045995a41010812700e04324

Observation 54b96c58-da70-4ddd-ac71-85be865e7ab5 · outbound

This paper cites SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration SigLIP 2: Multilingual Vision-Language Encoders with Improved Semantic Understanding, Localization, and Dense Features

Reference 55

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source=pdf_text observed=2026-08-03T07:38:51.169096Z digest=sha256:1e64aeb2cf69e7b4a0558dad39080fc703927a1e2731f41ffaffc65af6c59cc3

Observation 3256eb21-3639-478d-8ebd-e1ac5c99a912 · outbound

This paper cites SANA 1.5: Efficient Scaling of Training-Time and Inference-Time Compute in Linear Diffusion Transformer.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration SANA 1.5: Efficient Scaling of Training-Time and Inference-Time Compute in Linear Diffusion Transformer

Reference 56

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source=pdf_text observed=2026-08-03T07:38:51.361490Z digest=sha256:9b2016d83c4051c01d93c57518ba88157293efe1880e1f86ad66932c26577063

Observation 57d9240c-9cac-425c-a996-b06f561255b0 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration A style-based generator architecture for generative adversarial networks,

Reference 57

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source=pdf_text observed=2026-08-03T07:38:51.483961Z digest=sha256:ac6057b1db68983e349972d21687cd727d7d1c36cf3ae11964031083361c931a

Observation 27c01ade-7f03-44bd-90ef-fb37c6637a32 · outbound

This paper cites Progressive Growing of GANs for Improved Quality, Stability, and Variation.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Progressive Growing of GANs for Improved Quality, Stability, and Variation

Reference 58

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source=pdf_text observed=2026-08-03T07:38:51.641625Z digest=sha256:edb5efeea8904e8fe1bcd9c752a263d0d0628156facbdb22601af4d98b6d74de

Observation 0ec9a5a9-8fc4-4419-ba67-ad50e6de3811 · outbound

This paper cites Labeled faces in the wild: A database forstudying face recognition in unconstrained environments,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Labeled faces in the wild: A database forstudying face recognition in unconstrained environments,

Reference 59

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source=pdf_text observed=2026-08-03T07:38:51.750360Z digest=sha256:9554924a8be585c63389f112bc1bb392f34872a3e1a145f59592049576670f77

Observation 6b0c8b66-e9e3-462a-8a7f-851f83bf0ec2 · outbound

This paper cites Wider face: A face detection benchmark,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Wider face: A face detection benchmark,

Reference 60

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source=pdf_text observed=2026-08-03T07:38:51.848225Z digest=sha256:964a3e560d1bd222a3318ae6b99dc6334a807231f8086cf0ff488dd525f1a242

Observation 54bd74b1-a3be-47ca-af46-8f9ce5db1950 · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration The unreasonable effectiveness of deep features as a perceptual metric,

Reference 61

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source=pdf_text observed=2026-08-03T07:38:51.953997Z digest=sha256:9870f567aaba66cf68c3aa8fe0085699866db626ea1bcfaea54e96a887a58236

Observation e882a87a-764f-4fec-857b-a6098edce846 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Gans trained by a two time-scale update rule converge to a local nash equilibrium,

Reference 62

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source=pdf_text observed=2026-08-03T07:38:52.060215Z digest=sha256:f49dbe6792cab1f9a53386e63b57ffeae787ff12f21acd715658fd408c3d4695

Observation ebfc455f-c719-4440-8959-25f52ede69ed · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Musiq: Multi- scale image quality transformer,

Reference 63

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source=pdf_text observed=2026-08-03T07:38:52.174484Z digest=sha256:4f75cccd48495d5c124ecfb8b500f584a2bc8444bf72edf5c3c05ec91cc9f5f8

Observation b6d4488e-46dc-4416-8100-41853eb2157a · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Exploring clip for assessing the look and feel of images,

Reference 64

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source=pdf_text observed=2026-08-03T07:38:52.336185Z digest=sha256:362fa908f478b10868793c0a5b2612066df91c0ff9cd3f302b9f83a67d578984

Observation a3e8fd43-135e-417a-8a1e-134419ae942c · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Maniqa: Multi-dimension attention network for no-reference image quality assessment,

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source=pdf_text observed=2026-08-03T07:38:52.484628Z digest=sha256:13287e04b8e872fcdeb9ae6a5180ba0a3ea64f292b1ec9d8b0ed991e6c8e7e59

Observation bb7f8f5d-df15-416b-966e-de4a9035002c · outbound

This paper cites Arcface: Additive angular margin loss for deep face recognition,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Arcface: Additive angular margin loss for deep face recognition,

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source=pdf_text observed=2026-08-03T07:38:52.698460Z digest=sha256:76e535894a2ac386eb52e905df305134e9381fc3fc607a749105617b1fe744ce

Observation 03da51da-622d-4cd9-9e4e-c4901caa2f26 · outbound

This paper cites IQA-PyTorch: Pytorch toolbox for image quality assessment,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration IQA-PyTorch: Pytorch toolbox for image quality assessment,

Reference 67

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source=pdf_text observed=2026-08-03T07:38:52.832065Z digest=sha256:8b8b28f8b74fd646feb11303c2348dca19c96e28a12b4e319601e51e40b542fb

Observation 51a90a72-b37b-4e40-aab6-14fc40560b8d · outbound

This paper cites Restoreformer++: Towards real-world blind face restoration from undegraded key-value pairs,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Restoreformer++: Towards real-world blind face restoration from undegraded key-value pairs,

Reference 68

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source=pdf_text observed=2026-08-03T07:38:52.955135Z digest=sha256:670e07b3ed0d34a5ebfbe338575957b92a85e8d115d4a10fa471c4ee200afdd9

Observation 7a2a0109-8208-4bc1-9e3e-f208ab7b858d · outbound

This paper cites Qwen2.5-VL Technical Report.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Qwen2.5-VL Technical Report

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source=pdf_text observed=2026-08-03T07:38:53.124020Z digest=sha256:f9f35253107c31ac99a92fd6b61fbac5ed7b4ab022f1ecbb3bd88e594a81c043

Observation 0ff5650c-48a0-4e50-81b8-df59a6bd7204 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Learning transferable visual models from natural language supervision,

Reference 70

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source=pdf_text observed=2026-08-03T07:38:53.208411Z digest=sha256:641b5454b8b4397fcfa123ea200519cda97b458f4eb5cb8fb8028a2f47752089

Observation dbb26a24-50cf-4b33-a455-e36f8ddd8e38 · outbound

This paper cites DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data

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source=pdf_text observed=2026-08-03T07:38:53.342592Z digest=sha256:ae4f69048bbb3429d5ee597fc1aaad4cd53ae4041106139ee952f9e144a13880

Observation edb1af1b-77d8-4c38-8cf5-f8693dc9d798 · outbound

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

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis

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source=pdf_text observed=2026-08-03T07:38:53.522973Z digest=sha256:3832135d377d1f8664891fc9e03e730423d0cfa7b0b5d12f269bdfc8134e6f60

Observation 614ceabe-741d-417b-9a60-8850bb6e39df · outbound

This paper cites Clipscore: A reference-free evaluation metric for image captioning,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Clipscore: A reference-free evaluation metric for image captioning,

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source=pdf_text observed=2026-08-03T07:38:53.701338Z digest=sha256:acf29eb4fc234bab26139baa0cf93c486b251cab629f7935d884839a05e59802

Observation 421cfde7-bd1e-4277-b0b7-4cc8dfd98f07 · outbound

This paper cites Pick-a-pic: An open dataset of user preferences for text-to-image generation,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Pick-a-pic: An open dataset of user preferences for text-to-image generation,

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source=pdf_text observed=2026-08-03T07:38:53.767820Z digest=sha256:004d6ce781e0032720b3d9f516933918f5d455073ea25e445b7897005e320f13

Observation f6407f51-99c3-4f91-9c9c-e41683ae515e · outbound

This paper cites Score-based generative modeling through stochastic differ- ential equations,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Score-based generative modeling through stochastic differ- ential equations,

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source=pdf_text observed=2026-08-03T07:38:53.857116Z digest=sha256:1a2f7535d79bfa16ead266342aaa8409d190fd3d7e44c89d97915638861d0b39

Observation 10cc97db-14f2-4f4a-a23d-f27f5376aea5 · outbound

This paper cites Qwen-Image Technical Report.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Qwen-Image Technical Report

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source=pdf_text observed=2026-08-03T07:38:53.984317Z digest=sha256:3439a32aceb8322516fdaf603fe2661a4a4bbf06eaaf809c1a8ffe026a5b4e5a

Observation 4ed6f81f-73e9-4f22-b687-63ad72f95e9f · outbound

This paper cites an unresolved cited work.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Unresolved cited work

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source=pdf_text observed=2026-08-03T07:38:54.074663Z digest=sha256:d9291a969cceb0569fd527480ac3c359e42b5f484047469ae8d9da0615cdadcb

Observation 738ffbf2-1543-42fe-b44a-1c469a50eafa · outbound

This paper cites One Diffusion Step to Real-World Super-Resolution via Flow Trajectory Distillation.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration One Diffusion Step to Real-World Super-Resolution via Flow Trajectory Distillation

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-03T07:38:54.236655Z

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source=pdf_text observed=2026-08-03T07:38:54.236655Z digest=sha256:ade14a90c18a5a3c1561b0c6952bc82b1c77793b3707e65df3bb5ccd2cfd3ade

Observation 7f1a7968-8fe1-4c9c-b68a-8b5e842c7d4c · outbound

This paper cites One-step diffusion with distribution matching distillation,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration One-step diffusion with distribution matching distillation,

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-03T07:38:54.366766Z

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source=pdf_text observed=2026-08-03T07:38:54.366766Z digest=sha256:8458cddc96dbe79b2a6a15de4550d4c33a32228c8deff48b9aaefa1040ccba55

Observation 71d9dc48-adec-4925-a34f-b8f51c49c1f0 · outbound

This paper cites Consistency models,.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration Consistency models,

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-03T07:38:54.464039Z

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source=pdf_text observed=2026-08-03T07:38:54.464039Z digest=sha256:3f6a1cc31f3b1af8fd53e8f61b4fcd6852267742082f2aaf25d30a6df9ffbd25

Observation d8df9ef4-fa5d-4004-bfd7-99785aec995e · outbound

This paper cites low-reward.

Bridging Information Asymmetry: A Hierarchical Framework for Deterministic Blind Face Restoration low-reward

Reference 2021

Resolution
malformed identifier
no resolver link, observed 2026-08-03T07:38:54.584512Z

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source=pdf_text observed=2026-08-03T07:38:54.584512Z digest=sha256:4462c29ea6c7513147ccd841fc3f675b5eb061a1273c86bae450256f7a983d9e

Pith citing papers

No inbound Pith citation observations are available.