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Paper Citation Record · LEDGER

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences

As of 5 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 0 inbound Pith citation observations for arXiv:2606.00931.

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

pith.paper-citation-record.v1
2606.00931 v1

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T18:36:46.381564Z

measured 90 of 90 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

90 of 90 outbound references displayed

  • verified exact30
  • verified fuzzy0
  • unresolved60
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2e3a18ed-2c9c-43b9-989a-4b4062c2caf4 · outbound

This paper cites GPT-4 Technical Report.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences GPT-4 Technical Report

Reference 1

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local_arxiv, observed 2026-06-28T20:32:37.612500Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 8c0b2a7b-5318-4f75-8ff1-12eb27905582 · outbound

This paper cites Rank analysis of incomplete block designs: I.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Rank analysis of incomplete block designs: I

Reference 2

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Observation ed29445d-ea82-4caf-b8d8-b181fae8b5f7 · outbound

This paper cites an unresolved cited work.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Unresolved cited work

Reference 3

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Observation 3aede378-7a8a-4d7e-a914-7377a2ff3d67 · outbound

This paper cites Instruction-based image manipulation by watching how things move.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Instruction-based image manipulation by watching how things move

Reference 4

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Observation 48a844db-b0d8-49d6-bc59-44f0f3faed6d · outbound

This paper cites ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid Motions.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid Motions

Reference 6

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arxiv_id, observed 2026-06-28T20:32:37.615780Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 24874fbc-6218-41ae-babe-5bec8da4395d · outbound

This paper cites Chen, Misha Sra, and Pradeep Sen.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Chen, Misha Sra, and Pradeep Sen

Reference 7

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:a91aba0680fdd922060581cb74185dd8b05731b8e54f3804fc90e1ef23afdd99

Observation acc03c55-fab5-4706-a395-036771430ba8 · outbound

This paper cites Hierarchical integration diffusion model for realistic image deblurring.Advances in neural information processing systems, 36:29114–29125, 2023.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Hierarchical integration diffusion model for realistic image deblurring.Advances in neural information processing systems, 36:29114–29125, 2023

Reference 8

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:65a6e868b61b70e1d79a6332d0d99b38b316456d33adf793d6e7865bd7cb1d1d

Observation 8cdb5182-13f6-4e81-a178-793858d562e9 · outbound

This paper cites Opengpt-4o-image: A compre- hensive dataset for advanced image generation and editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Opengpt-4o-image: A compre- hensive dataset for advanced image generation and editing

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 1d0e600b-b650-498c-abf6-a52f383e5036 · outbound

This paper cites Exploring the Naturalness of AI-Generated Images.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Exploring the Naturalness of AI-Generated Images

Reference 10

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arxiv_id, observed 2026-06-28T20:32:37.624377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:6fa18f4733f2ca372f7c32f708d605370d913c791a5b52a93bcb0f3115e35e1a

Observation cff335cc-ace1-47a5-929b-402bda8803e9 · outbound

This paper cites Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference

Reference 11

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Observation 863c67e1-32aa-4ad2-8a5c-dc1d9fdf3ad0 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation f3d7c6ef-df96-4913-9ce9-4fe9052b49b1 · outbound

This paper cites Image Harmonization Dataset iHarmony4: HCOCO, HAdobe5k, HFlickr, and Hday2night.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Image Harmonization Dataset iHarmony4: HCOCO, HAdobe5k, HFlickr, and Hday2night

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation f150eb95-2708-4021-a7de-7fc1b16e89bf · outbound

This paper cites Introducing gemini 2.5 flash image, our state-of-the-art image model, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Introducing gemini 2.5 flash image, our state-of-the-art image model, 2025

Reference 14

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Observation c5b7aed5-0caf-40c4-b40d-df3edcafe3dc · outbound

This paper cites Introducing nano banana pro, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Introducing nano banana pro, 2025

Reference 15

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:9c325b3ad9ad4786edb04a78d237990bab88c179bdae2540865fe039193fc51b

Observation c7e331aa-2342-49aa-9e2b-baa0f9def01f · outbound

This paper cites Imagenet: A large- scale hierarchical image database.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Imagenet: A large- scale hierarchical image database

Reference 16

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:7d2a51522b7262b100cf0a2e12e3164c828f34541b590f3d8637bcf9d5d81281

Observation ea12670a-a162-43c8-bac6-95892badd345 · outbound

This paper cites Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Length-Controlled AlpacaEval: A Simple Way to Debias Automatic Evaluators

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:76fc1f56fcba6cd993d29c3237e49468b3ec813685a539c6cdc9632457a899b4

Observation 596e37b0-6b0c-452b-91b0-4936ebf79b7d · outbound

This paper cites Alpacafarm: A simulation framework for methods that learn from human feedback.Advances in Neural Information Processing Systems, 36:30039–30069, 2023.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Alpacafarm: A simulation framework for methods that learn from human feedback.Advances in Neural Information Processing Systems, 36:30039–30069, 2023

Reference 18

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Observation cb9d8cb6-6778-47d2-8c7f-a13a2564c6fe · outbound

This paper cites Image classification based on cnn: a survey.Journal of Cybersecurity and Information Management, 6(1):18–50, 2021.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Image classification based on cnn: a survey.Journal of Cybersecurity and Information Management, 6(1):18–50, 2021

Reference 19

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Observation 168ccb47-7b68-4366-bd25-1b9242ea93ea · outbound

This paper cites Recognition-synergistic scene text editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Recognition-synergistic scene text editing

Reference 20

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Observation 8553de81-5ab1-4d5d-b9bf-07f614e5de98 · outbound

This paper cites prentice hall professional technical reference, 2002.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences prentice hall professional technical reference, 2002

Reference 21

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Observation 5c97c955-0ab0-49b5-9e90-cf1ddd2f3c5a · outbound

This paper cites SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing

Reference 22

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arxiv_id, observed 2026-06-28T20:32:37.595446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:91430cb1185cbb7a1522b36c65e54c2659f64aa420f7c8e4ffa4cb0bc7399b2d

Observation 4389e0ac-5ba0-4c03-a40d-80669c03ba1a · outbound

This paper cites Gemini 2.5 pro model card, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Gemini 2.5 pro model card, 2025

Reference 23

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:0f81d954893c6fcab55c10cd4f0ce014b9ad340f680ca27e7db9818475e86a06

Observation 377f9fb9-1acb-49e6-bc0c-1dd9e87ef5e0 · outbound

This paper cites Multi- reward as condition for instruction-based image editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Multi- reward as condition for instruction-based image editing

Reference 24

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:608443f3472a3c8a1f00ae27edec8a2f785f3705fedf22fa57c347f681bef34d

Observation ec999732-e24d-4d8a-83c2-e624c55c0751 · outbound

This paper cites Improving visual and downstream performance of low-light enhancer with vision foun- dation models collaboration.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Improving visual and downstream performance of low-light enhancer with vision foun- dation models collaboration

Reference 25

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:b54f9a63e433361c1978c4165e8f6b442182b05a7fee8f58f7d3cbab6cb2b89e

Observation 18fb0d97-acfd-4ed5-8c50-668cfa366be2 · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 26

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Observation 14f20862-76ed-4941-af4a-d3c68ea457cd · outbound

This paper cites Clip and complementary methods.Nature Reviews Methods Primers, 1(1):20, 2021.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Clip and complementary methods.Nature Reviews Methods Primers, 1(1):20, 2021

Reference 27

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:03902b120cc3045a3bc9b25a798d26e2c0cb81d1a1bd7bbfb3226bc150914c09

Observation 5217d77f-7f0c-48e1-8f4a-0b01a52e2b7d · outbound

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

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Clipscore: A reference-free evaluation metric for image captioning

Reference 28

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:5c0120a3c2fe6ea439e1b7344003efb44073e6205aa87a4ad2379ffbec5271f9

Observation c4df03ba-0e52-4237-ac40-9bdd834b42b4 · outbound

This paper cites HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing

Reference 29

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arxiv_id, observed 2026-06-28T20:32:37.585601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:1abeb04f8677608da64831137dae51c9dac8a50c9607fa394bd02d69635a9996

Observation 5c60f75b-3a33-44e3-a71a-2d14084e1af1 · outbound

This paper cites Grounding degradations in natural language for all-in-one video restoration.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Grounding degradations in natural language for all-in-one video restoration

Reference 30

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:57aabd3893fa2d31e15e48724729ef4cd10f2d89ca464dd1f4f865a127d4829c

Observation 88b80912-a439-448b-859e-77e789358fb4 · outbound

This paper cites Compbench: Benchmarking complex instruction-guided im- age editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Compbench: Benchmarking complex instruction-guided im- age editing

Reference 31

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arxiv_id, observed 2026-06-28T20:32:37.575072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:78411c5e2a0932c5c6f7986e24d69b78e6b2837ba91c476c8af1b95df18ebcb3

Observation 707fb822-5dde-4669-93fa-78f47fbb61d4 · outbound

This paper cites Genai arena: An open evaluation platform for generative models.Advances in Neural Information Processing Systems, 37:79889–79908, 2024.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Genai arena: An open evaluation platform for generative models.Advances in Neural Information Processing Systems, 37:79889–79908, 2024

Reference 32

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Observation cb35f5cc-3334-4fb8-9e8e-b8c2e55d0ca7 · outbound

This paper cites A new measure of rank correlation.Biometrika, 30(1-2):81–93, 1938.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences A new measure of rank correlation.Biometrika, 30(1-2):81–93, 1938

Reference 33

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Observation e1d8aefc-457b-404c-a23d-fdfa99caf958 · outbound

This paper cites Orida: Object-centric real-world image composition dataset.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Orida: Object-centric real-world image composition dataset

Reference 34

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:1c18b629ad0fac99b6b27258cba88f958d62570e5bd2c2a7eb5928be688b7ed7

Observation 2d3bde76-210a-4d4b-a36f-485161729bbe · outbound

This paper cites Peak signal-to-noise ratio revisited: Is simple beautiful? In 2012 Fourth International Workshop on Quality of Multimedia Experience, pages 37–38, 2012.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Peak signal-to-noise ratio revisited: Is simple beautiful? In 2012 Fourth International Workshop on Quality of Multimedia Experience, pages 37–38, 2012

Reference 35

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:37f9421edc99db04ba71837b9310e06d10ae253831e91c15ced0b8ede1bdf9db

Observation 8cfaee95-b128-4b2c-871a-7143f2a617e5 · outbound

This paper cites ImagenHub: Standardizing the evaluation of conditional image generation models.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences ImagenHub: Standardizing the evaluation of conditional image generation models

Reference 36

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:61e1a9513cbcb9f395006772136b141e220b150e1b3e164ce86d46a94d4ac280

Observation 22a46400-5b61-476c-9bbb-0f09152fbebf · outbound

This paper cites FLUX.2: Frontier Visual Intelligence.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences FLUX.2: Frontier Visual Intelligence

Reference 37

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:92c3d9983bb09bffdfd5a270fe23a68726c0826120bc7c2da2944042110364e5

Observation e429ba20-bf89-4f39-870b-3aaab77a792f · outbound

This paper cites The mnist database of handwritten digits.http://yann.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences The mnist database of handwritten digits.http://yann

Reference 38

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:43c22c5768250848a751d03cb19ffd7f32638bd73c14d6a7ca101bd71a7d50bc

Observation c8d62317-b42b-4286-bc93-556b174d6eab · outbound

This paper cites Superedit: Rectifying and facilitating supervision for instruction-based image editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Superedit: Rectifying and facilitating supervision for instruction-based image editing

Reference 39

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:45e268a2a0fe8e6e4a6e8ffd935249d92cd4db8e9b3d5e101d9227e133ed72ef

Observation 22ad1cde-6f40-4652-b83b-98791270dafa · outbound

This paper cites Towards benchmarking and assessing visual naturalness of physical world adversarial attacks.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Towards benchmarking and assessing visual naturalness of physical world adversarial attacks

Reference 40

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:d482f0d5bd5efe2fc14c81c67f9a0cce5a85dd1a0258beeb948b3c8c95d264fa

Observation 21c835f5-2cab-4388-9700-38ff7f60f6d8 · outbound

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

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences UniWorld-V1: High-Resolution Semantic Encoders for Unified Visual Understanding and Generation

Reference 41

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local_arxiv, observed 2026-06-28T20:32:37.622912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:8aa33305069ccc444d6429d8e8f0e4d866a7b8ee7f5b7296bdff407829ee7bce

Observation 025106a5-c18a-40d2-be9d-2083e6b2b4e4 · outbound

This paper cites JarvisEvo: Towards a self-evolving photo editing agent with synergistic editor-evaluator optimization.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences JarvisEvo: Towards a self-evolving photo editing agent with synergistic editor-evaluator optimization

Reference 42

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:d714e190b751362349919336ba3337fcca0b3d271c4779844354e62c98b0b57e

Observation d6e32994-c00f-418e-8c4b-41eb3ecab36e · outbound

This paper cites Referring image editing: Object-level image editing via referring expressions.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Referring image editing: Object-level image editing via referring expressions

Reference 43

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:e0966aeea5519419c4c6f3d5a2d60580f89f25190e963c298e89410652d12a60

Observation 47ac072c-06cb-4622-8286-766baf8b03a6 · outbound

This paper cites Step1X-Edit: A Practical Framework for General Image Editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Step1X-Edit: A Practical Framework for General Image Editing

Reference 44

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local_arxiv, observed 2026-06-28T20:32:37.596726Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:000cf78cf73cb2fddb08392ddf6cb4240ca13d14927abfa2c3e4ea9f021fb02a

Observation 80c04ad7-75eb-4d42-a3f6-f645f0db001b · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 45

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:abf759551802ec69a2b81bca5c35f7885886223d53d5588b566e00cf3a9fa543

Observation 034601d8-1cb8-4b72-8141-8084d79ba198 · outbound

This paper cites Visual-instructed degradation diffusion for all-in-one image restoration.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Visual-instructed degradation diffusion for all-in-one image restoration

Reference 46

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:917731c5cf2a93d28bca934e9ae113c4b41191f49880179dc850dbb64fdeb000

Observation e98b2ac8-63bd-4f4c-a0e3-84809434e79c · outbound

This paper cites Visual autoregressive modeling for instruction-guided image editing.arXiv preprint, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Visual autoregressive modeling for instruction-guided image editing.arXiv preprint, 2025

Reference 47

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:ad28b6d3e40ecc9988d18c642cb7b069ddb5e74b2e7f88b492c0b32c8fe4bc10

Observation eabd01f2-b6bd-4b97-9910-e61684782c01 · outbound

This paper cites Introducing manus 1.6: Max performance, mobile dev, and design view, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Introducing manus 1.6: Max performance, mobile dev, and design view, 2025

Reference 48

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:cc8a608ed293fd74e4c1916c3e8fe39c270dd7b4c678f3e06da33ca10a32290d

Observation a2397c5a-8687-4cfb-8097-ddcd7b045127 · outbound

This paper cites Image segmentation using deep learning: A survey.IEEE transactions on pattern analysis and machine intelligence, 44(7):3523–3542, 2021.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Image segmentation using deep learning: A survey.IEEE transactions on pattern analysis and machine intelligence, 44(7):3523–3542, 2021

Reference 49

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:94cd09c7ad1098fcb8f90bb1746ef0aaa68187563806e00292b261c45238827f

Observation bfdd83d2-70fa-4ac5-84a5-f86201a6296d · outbound

This paper cites A comprehensive overview of large language models.ACM Transactions on Intelligent Systems and Technology, 16(5):1–72, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences A comprehensive overview of large language models.ACM Transactions on Intelligent Systems and Technology, 16(5):1–72, 2025

Reference 50

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:044c82cc5f3ec013e071bad69c06844445c8ce4a622762478adbde7e9112d362

Observation 53df82ad-2914-436d-be67-3713b5aa7941 · outbound

This paper cites Gpt image 1, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Gpt image 1, 2025

Reference 51

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:86cac50399c06179e9707b37246f7ee53444dd6c2459d62ef431539a3ed046e2

Observation 76b96bcb-97fb-4702-a46f-bc890cdd5741 · outbound

This paper cites Introducing chatgpt agent: bridging research and action, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Introducing chatgpt agent: bridging research and action, 2025

Reference 52

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:d087006b47d4222a5bbd3fc35946cc91585744f235fefef0345cf1404d6576ab

Observation 1e509786-c2b2-43fe-aed7-f9d4ae0ef745 · outbound

This paper cites The new chatgpt images is here, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences The new chatgpt images is here, 2025

Reference 53

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:2beb03078ab87bf0f10ecadb275d1ddb8179347fecd2845800def3a6e820e9cb

Observation fd813550-5c58-4815-890e-827036417517 · outbound

This paper cites Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Training language models to follow instructions with human feedback.Advances in neural information processing systems, 35:27730–27744, 2022

Reference 54

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:9463273e87d2ef1dc2e418aab3a40f269a876635503a8b74a170900987cceb77

Observation 2b058496-36cd-4590-875e-9ce43db9f72b · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences The claude 3 model family: Opus, sonnet, haiku

Reference 55

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:22f8eeea3815d6bf0cd120ed9530318c380551b434be69bf96de851b745952a6

Observation 1e183c9a-c930-4294-b601-34b0e6ea3156 · outbound

This paper cites DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences DreamBench++: A Human-Aligned Benchmark for Personalized Image Generation

Reference 56

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arxiv_id, observed 2026-06-28T20:32:37.641564Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:9b3829e2a49a4732d41a90993f94cca799c8b7674995620886f46c8937197899

Observation f03f231e-4bca-4600-8758-9c5af1147e80 · outbound

This paper cites Pico-banana-400k: A large-scale dataset for text-guided image editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Pico-banana-400k: A large-scale dataset for text-guided image editing

Reference 57

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arxiv_id, observed 2026-06-28T20:32:37.579050Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:46db2ac16667a94a9d9aa05541475a9678abbbc51cb93498aadf4ee583a12e7e

Observation 2a24e0a3-660d-4e38-9eff-b5dfad871bb6 · outbound

This paper cites Ex- ploring stroke-level modifications for scene text editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Ex- ploring stroke-level modifications for scene text editing

Reference 58

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:e2b9b58a2b076de4143f5e24ac4f7a30d7412ba251522f11d471a796b37a3c45

Observation e984091a-9db3-4f48-9776-df0e0937dd84 · outbound

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

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Learning transferable visual models from natural language supervision

Reference 59

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:3129d61aef05b45eeb0eef3a43ba3321afa1234babdc6ed31f67bb4f65e67c31

Observation 4296f666-df00-44c2-9885-f3e4c8b84c69 · outbound

This paper cites Seedream 4.0: Toward Next-generation Multimodal Image Generation.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Seedream 4.0: Toward Next-generation Multimodal Image Generation

Reference 60

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local_arxiv, observed 2026-06-28T20:32:37.602095Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:935d80e5c02bf8a6facd2f644c4923f2cb71c7794c3a0c133028dbd10d878721

Observation 480d57ee-c0c3-4a77-ad97-cef0ff72f313 · outbound

This paper cites Insert anything: Image insertion via in-context editing in dit.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Insert anything: Image insertion via in-context editing in dit

Reference 61

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:ecbd9308dcc979bc597f80cefade5f2c0029fa4eb389f624cf5a2ba81b3b8e06

Observation 90c5d327-cb1a-4621-b24e-fb90a5433f25 · outbound

This paper cites Springer Nature, 2022.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Springer Nature, 2022

Reference 62

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:2262c69e9cc50e0b1a34e6d85a169c5c463cc652ce3aafa95b6701a4ad389ee9

Observation 57f43309-3764-40e6-91c7-cfaf0f736835 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Gemini: A Family of Highly Capable Multimodal Models

Reference 63

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local_arxiv, observed 2026-06-28T20:32:37.620552Z

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:7b4b14645b365591ee347dd81f20ca43c9866a9c2ee236d630dd5482bc95a387

Observation 862141b2-bfec-47aa-b8b9-9aa581ecf934 · outbound

This paper cites Add-it: Training-Free Object Insertion in Images With Pretrained Diffusion Models.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Add-it: Training-Free Object Insertion in Images With Pretrained Diffusion Models

Reference 64

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arxiv_id, observed 2026-06-28T20:32:37.615547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:f9bae8aa6e69fded9171f8999320544ed004dcb94461c44833d4f6cc412e1f4e

Observation 08d74052-702a-4e58-acaf-970896d7a976 · outbound

This paper cites What makes an image realistic?.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences What makes an image realistic?

Reference 65

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arxiv_id, observed 2026-06-28T20:32:37.630785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:7c17fb3e8af6b5800add83d117da8cebdf26c9809fe3b18a707adddb1a1a3816

Observation e33c27be-f90d-4671-8baf-4efe4242656e · outbound

This paper cites Deep learning for computer vision: A brief review.Computational intelligence and neuroscience, 2018(1):7068349, 2018.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Deep learning for computer vision: A brief review.Computational intelligence and neuroscience, 2018(1):7068349, 2018

Reference 66

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:995f3edad8a176c0e06af896231bc9d7fc7766e5901b64f4f2369f1908fde3c0

Observation 56041e73-3196-4ea3-8697-e62b1e141dcd · outbound

This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Wan: Open and Advanced Large-Scale Video Generative Models

Reference 67

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local_arxiv, observed 2026-06-28T20:32:37.585668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:90a5d138f0002a632cc82953893b9989fdeac95a02faa7cf6e360aeb31a75244

Observation 64f1b974-d02e-4101-94fd-3dffd045bb9c · outbound

This paper cites Adapting text-to-image generation with feature difference instruction for generic image restoration.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Adapting text-to-image generation with feature difference instruction for generic image restoration

Reference 68

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:77c919ec4f4a61546beae7390e767aa382e6e9d18a5c3a8da631242ffb7a078b

Observation 943159a4-f5fe-4b83-afc9-5487f10f4dc0 · outbound

This paper cites Complexbench- edit: Benchmarking complex instruction-driven image editing via compositional dependencies.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Complexbench- edit: Benchmarking complex instruction-driven image editing via compositional dependencies

Reference 69

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source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:d5e4c45f135ad7e6380456598e9a2c837c1932f0ca9f07c2003b2fb500cc3438

Observation 7051ca2b-8520-47cb-8d28-993836afa6c1 · outbound

This paper cites Vision-zero: Scalable vlm self-improvement via strategic gamified self-play.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Vision-zero: Scalable vlm self-improvement via strategic gamified self-play

Reference 70

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verified exact
arxiv_id, observed 2026-06-28T20:32:37.594412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:1f7c59a19ea5ff8242cd9b2ff4d9645e6be27d6f58c7576dc245ed5b6ba0fa6c

Observation 2e8cf5b5-b2c5-4f1d-8830-fa282443f118 · outbound

This paper cites RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback

Reference 71

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verified exact
arxiv_id, observed 2026-06-28T20:32:37.635642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:00ee9c9c20a439a4c6e7ed756b482d26e7cfb6b776f4b30522c2a9b014b6ca6e

Observation 5e0e43ca-60cd-4b01-b9cb-452d3a44a720 · outbound

This paper cites Bovik, H.R.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Bovik, H.R

Reference 72

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:3067ca32c97f286f9bb55ea83162b0bfd3e251c1a50848bd9766f57054123a1c

Observation eca44017-6cc8-405d-8da2-86a39b58da44 · outbound

This paper cites Objectdrop: Bootstrapping counterfactuals for photorealistic object removal and insertion.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Objectdrop: Bootstrapping counterfactuals for photorealistic object removal and insertion

Reference 73

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:835ebba276cb1f0f37a3bbefc210f76745aab4d397437e0e738fc98cfb16fb9f

Observation e0daf566-a14a-4547-abf1-a514fac9b991 · outbound

This paper cites Qwen-image technical report, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Qwen-image technical report, 2025

Reference 74

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:3ad3bcad7deee208bbaf68c7acc009cdab8866c5e68807fb978f174419d95a05

Observation b32365dc-e81c-499a-a505-7193463bb919 · outbound

This paper cites Editreward: A human- aligned reward model for instruction-guided image editing.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Editreward: A human- aligned reward model for instruction-guided image editing

Reference 75

Resolution
verified exact
arxiv_id, observed 2026-06-28T20:32:37.638557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:12af8e129c92ecf93425d4dda461a174bc75b87e2b0876957215e42198a2f1b9

Observation acb9bdfe-6928-4161-a934-ce43389215c4 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences React: Synergizing reasoning and acting in language models

Reference 76

Resolution
unresolved
no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:69c87f037aec17ebabc15ee28dc10523586634c7ddca73255de1105e60879bdf

Observation 863e4de5-27e8-434e-9e9a-191edcde9aa8 · outbound

This paper cites ImgEdit: A Unified Image Editing Dataset and Benchmark.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences ImgEdit: A Unified Image Editing Dataset and Benchmark

Reference 77

Resolution
verified exact
local_arxiv, observed 2026-06-28T20:32:37.625426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:c25a7286aca1df17b2435468a6d4531f4e85697dc5a92d14a80efe672f409ff2

Observation d931bd3b-53a6-468d-a5ba-f661a2d442a2 · outbound

This paper cites Anyedit: Mastering unified high-quality image editing for any idea.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Anyedit: Mastering unified high-quality image editing for any idea

Reference 78

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unresolved
no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:ab693a0972738b6c71c640da0e406cbe3b34921f932571cbe7defb8256be68f3

Observation bfefa1cb-fe27-4314-a419-da95a3ef4647 · outbound

This paper cites DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection

Reference 79

Resolution
verified exact
local_arxiv, observed 2026-06-28T20:32:37.626980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:e3f5f30549b7612c2d1aefdc25f00deaaeb45414efe4816bdb0b19e86fbedcee

Observation 079f2189-e95c-49f9-8bac-d5f2eec0faa6 · outbound

This paper cites Vision-language models for vision tasks: A survey.IEEE transactions on pattern analysis and machine intelligence, 46(8):5625– 5644, 2024.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Vision-language models for vision tasks: A survey.IEEE transactions on pattern analysis and machine intelligence, 46(8):5625– 5644, 2024

Reference 80

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:3fa0f587e6e90b2023182fe99173cebad1c7e7e821f96de69a76689b0736d061

Observation e2b98b3f-ffc6-4f57-a12d-c0456a1a199a · outbound

This paper cites Magicbrush: A manually annotated dataset for instruction-guided image editing.Advances in Neural Information Processing Systems, 36:31428–31449, 2023.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Magicbrush: A manually annotated dataset for instruction-guided image editing.Advances in Neural Information Processing Systems, 36:31428–31449, 2023

Reference 81

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:3549cfcd3f579aae997dd4f77b477f17b8672df9b49f889e1fb2d0b73beb5b3d

Observation 0989cb2d-5660-45c2-b3b4-2ead59c4e062 · outbound

This paper cites Adaptive dynamic dehaz- ing via instruction-driven and task-feedback closed-loop optimization for diverse downstream task adaptation.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Adaptive dynamic dehaz- ing via instruction-driven and task-feedback closed-loop optimization for diverse downstream task adaptation

Reference 82

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:23d7768b010579d731c454b2dcc2d262c167522320cac196637675a17c9cd5cd

Observation f9f4904c-77f9-45da-89c7-6ed3c42d4baf · outbound

This paper cites In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer

Reference 83

Resolution
verified exact
local_arxiv, observed 2026-06-28T20:32:37.601901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:5ad82bfada9292dea46d5685f3d85aa60989414555916e88f27b1debf6db4bf7

Observation 7540c8b9-58ca-48ce-811f-e2c659fe9c0c · outbound

This paper cites Deep loss convexification for learning iterative models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Deep loss convexification for learning iterative models.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

Reference 84

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:36924732795a099bbc54ef13d7ab7aa2a09d1baf21a6047dd929357d1949ff31

Observation d3e744b4-cc23-40f5-b0ff-c5c8da2f4587 · outbound

This paper cites Self-prompt guided image outpainting model for captions absence in social scenes.IEEE Transactions on Computational Social Systems, 2025.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Self-prompt guided image outpainting model for captions absence in social scenes.IEEE Transactions on Computational Social Systems, 2025

Reference 85

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:37519e75c67a5be44dab8369e1a469d389fd3429374879debbdadd69737add56

Observation d573db7a-98a5-455c-b2a9-9115137f7830 · outbound

This paper cites Ultraedit: Instruction-based fine-grained image editing at scale.Advances in Neural Information Processing Systems, 37:3058–3093, 2024.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Ultraedit: Instruction-based fine-grained image editing at scale.Advances in Neural Information Processing Systems, 37:3058–3093, 2024

Reference 86

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:a9bbc8d94386ba4234613e390288fe4ff3bd1a0e8b3f567b4ab32ae2c2464611

Observation 6213505a-5891-46d0-a4e3-12fa2983252e · outbound

This paper cites Challenges in trustworthy human evaluation of chatbots.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Challenges in trustworthy human evaluation of chatbots

Reference 87

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:3443d5631b567d3171de5e3c00880b63e9d527a49173130627d4f97a7ba2f4cd

Observation 636f1204-e66d-4ec5-bdd4-3136c61f0700 · outbound

This paper cites A review of convolutional neural networks in computer vision.Artificial Intelligence Review, 57(4):99, 2024.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences A review of convolutional neural networks in computer vision.Artificial Intelligence Review, 57(4):99, 2024

Reference 88

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:76d60b98668885f7a1062791ff85b4dc0809b9dde512a78c91be51910c539723

Observation 44ce27e2-2fe3-4a29-8341-7b2da23c46c2 · outbound

This paper cites Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in neural information processing systems, 36:46595–46623, 2023.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Judging llm-as-a-judge with mt-bench and chatbot arena.Advances in neural information processing systems, 36:46595–46623, 2023

Reference 89

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:953e72f4e4e35c5668b0b3117cbee51cdb1c688725c089d7c9d5aedb07b39cde

Observation 5be957f8-f381-47ae-b62b-53f47693e9a6 · outbound

This paper cites Low-light image enhancement via generative perceptual priors.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences Low-light image enhancement via generative perceptual priors

Reference 90

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no resolver link, observed 2026-06-28T18:36:46.381564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:0b89e4f073c423f8e3ffc5d7a03331abf4e218beb1a97b37f5f34b9992021060

Observation 6ebeb58e-1e7f-423f-b78a-38d7dd412a5d · outbound

This paper cites slightly more surprised, less neutral.

CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences slightly more surprised, less neutral

Reference 91

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no resolver link, observed 2026-06-28T18:36:46.381564Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-28T18:36:46.381564Z digest=sha256:5a16149e4228b1289d676d80202474ccc52b95c03e707ff145fde687e85de9b8

Pith citing papers

No inbound Pith citation observations are available.