Pith. sign in

Paper Citation Record · LEDGER

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing

As of 5 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2606.26551.

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

pith.paper-citation-record.v1
2606.26551 v2

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-29T05:16:26.506412Z

measured 66 of 66 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

66 of 66 outbound references displayed

  • verified exact9
  • verified fuzzy0
  • unresolved22
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch35

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 33b61900-8d71-4c80-94d9-d1631cca17ca · outbound

This paper cites GPT-4 Technical Report.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing GPT-4 Technical Report

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.741261Z

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=2026-06-29T05:16:26.506412Z digest=sha256:f82a31347b6aad4fa7634a9ea99cde49428bf0bd2e83e9e6c4ffbc279a9fa8d3

Observation 66516d67-f6f0-4056-b951-27868df8d932 · outbound

This paper cites In: European conference on computer vi- sion.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: European conference on computer vi- sion

Reference 2

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:bb33bbf3ee209d0b9ea1bc4d4f018cda55a3cc92560a35fdd15d076e8c3e30dc

Observation a10d3840-e681-422c-b9df-c0db4f4d2294 · outbound

This paper cites Physion: Evaluating Physical Prediction from Vision in Humans and Machines.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Physion: Evaluating Physical Prediction from Vision in Humans and Machines

Reference 3

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T17:33:45.730269Z

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=2026-06-29T05:16:26.506412Z digest=sha256:955a7414fb03ab95f5028f54aa200c36b2e2d33a8e755cdb4b1d9a68af5b4330

Observation d7348bb9-76f1-4bef-aa26-a45028acf5e4 · outbound

This paper cites Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasets

Reference 4

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.745115Z

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=2026-06-29T05:16:26.506412Z digest=sha256:718e783d85c4bab172f085ad7603e15149d118f6d40cf0e8c5d12b8d0c4cdbc9

Observation f9637122-1144-4334-b799-426af13a5395 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 5

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:b9d352402f02b6b8099d8006ab2b5022227df1a7a51807e5d9785db97d09a541

Observation 0d9d46c1-ebbf-4635-bd61-9fb09ccfb497 · outbound

This paper cites OpenAI Technical Report (2024),https://openai.com/research/ video-generation-models-as-world-simulators2, 4, 6.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing OpenAI Technical Report (2024),https://openai.com/research/ video-generation-models-as-world-simulators2, 4, 6

Reference 6

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:dd24fc0fc4c1ef8b298179fa600195c8c89531ef40d2856e1c51120f73756946

Observation 92deb4f1-b363-487b-8f21-a3d59accae67 · outbound

This paper cites PhyGDPO: Physics-Aware Groupwise Direct Preference Optimization for Physically Consistent Text-to-Video Generation.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing PhyGDPO: Physics-Aware Groupwise Direct Preference Optimization for Physically Consistent Text-to-Video Generation

Reference 7

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.769196Z

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=2026-06-29T05:16:26.506412Z digest=sha256:e9f168f266929990256837bec7ca200f5949de0753563a85188f5dcd076e0565

Observation 6ce37917-63b5-4578-bc43-cc683d5fc13c · outbound

This paper cites Action100m: A large-scale video action dataset.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Action100m: A large-scale video action dataset

Reference 8

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.771574Z

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=2026-06-29T05:16:26.506412Z digest=sha256:f8f76f20baa54db4b3fff09cb4f72de03c20d463c9e0bb732577b2295712f273

Observation 4c2eaf22-2f25-44b7-a8f6-fe11511af708 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the AAAI Conference on Artificial Intelligence

Reference 9

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:e09d7f4e0f1f7e5bbf089e05d15ac6a30e29df7c2a40eb12b6ddd381096f5565

Observation 7d5cc019-fb2b-42ed-b09a-8c8f6c5190c4 · outbound

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

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.711927Z

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=2026-06-29T05:16:26.506412Z digest=sha256:f07b60bb5ff9709bedb80eae470996bcc4d63bcbf582c8f38ceee65800293cee

Observation b54e6315-daee-4797-812f-e22e99006eb8 · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Emerging Properties in Unified Multimodal Pretraining

Reference 11

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.761693Z

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=2026-06-29T05:16:26.506412Z digest=sha256:40be5d9f937bf3f2aac2050c3555489912fc6d9ce6413a1935e978748ea313b7

Observation b3c8898c-5631-40cb-a29c-1e99ef7e861a · outbound

This paper cites In: Proceedings of the IEEE/CVF international conference on computer vision.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF international conference on computer vision

Reference 12

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:b51ba29e01ebf7ac9322450c1601473314abdf533b745abb229391f5efd0ddc9

Observation 9d45a3ec-f8f0-4878-88a1-caa0b0a84eae · outbound

This paper cites Nature Machine In- telligence2(11), 665–673 (2020) 7.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Nature Machine In- telligence2(11), 665–673 (2020) 7

Reference 13

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:1d25a01156eb5ea8ed81500e70fe9d5feaae9071466f66f0cfefb78929de4515

Observation 7ef026eb-a6fd-423a-9157-b544c9a68d1b · outbound

This paper cites Advances in Neural Information Processing Systems36, 52132–52152 (2023) 2.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Advances in Neural Information Processing Systems36, 52132–52152 (2023) 2

Reference 14

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:789e876867b89c08f4ffa31b24b4b6c270d7c174e46d383eb310fe5287d09ba7

Observation 091ba831-01fa-4d92-ab49-c8973a5354ea · outbound

This paper cites something something.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing something something

Reference 15

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:7a43d4cdba28c3d315fc8e6f7d2fae17309d351aac6ab146efa91b4e11f833ef

Observation c0968de5-9851-4800-9a13-31567921a553 · outbound

This paper cites Controlthinker: Unveiling latent semantics for controllable image generation through visual reasoning.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Controlthinker: Unveiling latent semantics for controllable image generation through visual reasoning

Reference 16

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T17:33:45.766371Z

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=2026-06-29T05:16:26.506412Z digest=sha256:0c171a93075638ca648fb9eca6e3831879e2106c609664fa7dc98e7ebdc66bbc

Observation 60a5242c-1082-4f09-99ae-11bb36fb0587 · outbound

This paper cites Unireditbench: A unified reasoning-based image editing benchmark.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Unireditbench: A unified reasoning-based image editing benchmark

Reference 17

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T17:33:45.732834Z

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=2026-06-29T05:16:26.506412Z digest=sha256:1d36e0dfbd44da9174094dae20b35c3f8b8c3e823a6ff9d62f51694a40b5cb24

Observation d2869e28-e628-4125-a0f4-76417b4a69f4 · outbound

This paper cites Scaling Image and Video Generation via Test-Time Evolutionary Search.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Scaling Image and Video Generation via Test-Time Evolutionary Search

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:03:48.764420Z

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=2026-06-29T05:16:26.506412Z digest=sha256:74b12f5ac94edd2c51d449a66705f37cba7f0813281b1a427555ddc65f0accc2

Observation 5208ef2f-6789-463e-ba5e-0fb6376e7aea · outbound

This paper cites arXiv preprint arXiv:2512.24165 , year=.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing arXiv preprint arXiv:2512.24165 , year=

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:03:48.759396Z

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=2026-06-29T05:16:26.506412Z digest=sha256:9f7af0a500a4d141bc73c2a496fd3b282a52a67dceea9d7365ab5b5e5c05061c

Observation d699403d-f933-4328-9a63-c65f26771c55 · outbound

This paper cites Prompt-to-Prompt Image Editing with Cross Attention Control.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Prompt-to-Prompt Image Editing with Cross Attention Control

Reference 20

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.754396Z

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=2026-06-29T05:16:26.506412Z digest=sha256:3c152c0ebc2152842a3ae26aaa38bbd01ec2a341217233b9f263558b290ed07f

Observation c7bafd5c-2268-4d24-a055-f6ddd9bf6bfb · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 21

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:dce9535b971ae4da2424526556d526d521ed9c5f8ce25c7860e6413f7f20e72d

Observation b8e5c7d1-123d-4fb8-bc79-d60f23e82fa0 · outbound

This paper cites GPT-4o System Card.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing GPT-4o System Card

Reference 22

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.756974Z

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=2026-06-29T05:16:26.506412Z digest=sha256:6bafc92736923f7988540d19abac52f7a9abc3ac698cab530854088a5be71ff9

Observation 519bd6a2-bfec-4b57-a8ec-a295438f8a89 · outbound

This paper cites Thinkgen: Generalized thinking for visual generation.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Thinkgen: Generalized thinking for visual generation

Reference 23

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.766751Z

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=2026-06-29T05:16:26.506412Z digest=sha256:a31bd9a8288ddeaafc921d8b1d874653443735d0dd4e48a57b8c3add7909944c

Observation 59c8a05a-2069-4b08-86d6-28f07d36d378 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 24

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:9f68f0b5ed75f48e7ec4868b18a066797a4b8982ff8fdc050d04a331fb33c718

Observation 7c3b5b36-70bc-44a8-8823-96416d26103d · outbound

This paper cites Biometrika33(3), 239– 251 (1945) 13.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Biometrika33(3), 239– 251 (1945) 13

Reference 25

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:4a1d8a322ae82ecc56e56bf45a8632addfa207379784d113059aca624dce37c2

Observation adf36259-efe3-48f3-aae9-0c7d8b2c0269 · outbound

This paper cites VideoPoet: A Large Language Model for Zero-Shot Video Generation.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing VideoPoet: A Large Language Model for Zero-Shot Video Generation

Reference 26

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.750849Z

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=2026-06-29T05:16:26.506412Z digest=sha256:4476b24a79f2d5437191a673bb4f62c80acd52abbbd2549f35e58c448a3984cb

Observation 16e84617-18e3-4114-b985-af834fb204c5 · outbound

This paper cites FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-06-29T18:03:48.683193Z

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=2026-06-29T05:16:26.506412Z digest=sha256:072ddda48787f184e37c2a48e9c40f9fee34f3f135d0c6bce449238f24c37af6

Observation 70ddc58c-2c75-402c-a765-0214dafe1dea · outbound

This paper cites ThinkRL-Edit: Thinking in reinforcement learning for reasoning-centric image editing.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing ThinkRL-Edit: Thinking in reinforcement learning for reasoning-centric image editing

Reference 28

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.776512Z

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=2026-06-29T05:16:26.506412Z digest=sha256:ea6ceb2468b7d699a921de72efe47f719129fc2808dc3c978076b1e1643f95b3

Observation 4b23040e-3ece-41c2-ab44-20d8c72f4887 · outbound

This paper cites Editthinker: Unlocking iterative reasoning for any image editor.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Editthinker: Unlocking iterative reasoning for any image editor

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.695046Z

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=2026-06-29T05:16:26.506412Z digest=sha256:d73646ace4ec4d283cff42883462d197044ea16a359f5750e28ecb3ab782fe7a

Observation e608ac37-8c8f-492c-a132-bd6dd272d916 · outbound

This paper cites arXiv preprint arXiv:2512.13276 (2025) 2.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing arXiv preprint arXiv:2512.13276 (2025) 2

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-06-29T17:33:45.735405Z

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=2026-06-29T05:16:26.506412Z digest=sha256:0d5a5293ac2b7a1634c61914f7e5ad216a624f188dd3937c7aa65f01484e78ec

Observation 7b2fb70b-d6b8-4412-ae89-3679954d0c95 · outbound

This paper cites Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Uniworld-V2: Reinforce Image Editing with Diffusion Negative-aware Finetuning and MLLM Implicit Feedback

Reference 31

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.763500Z

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=2026-06-29T05:16:26.506412Z digest=sha256:988ff7ebf87046a28d1cd7f83b4116979ca94584afc482c9fb64c73829dc1508

Observation d6d95f5d-92ed-4259-b452-3b3719a3bb59 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 32

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:5b007125a03b436c2d1dbef1c8a30c3f391826b52c9203e348ea4778522e98ce

Observation f915f4fd-02aa-44ae-9da2-677492470432 · outbound

This paper cites Improving Video Generation with Human Feedback.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Improving Video Generation with Human Feedback

Reference 33

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.715455Z

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=2026-06-29T05:16:26.506412Z digest=sha256:90ebe1d7bba8e473b85234b218106e94959a4b8dab855f27897b9496fa53c369

Observation d007a6ac-8505-44a0-b81a-aef1ff134020 · outbound

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

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Step1X-Edit: A Practical Framework for General Image Editing

Reference 34

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.755888Z

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=2026-06-29T05:16:26.506412Z digest=sha256:645996c92ef5bdb83ae3c625eccdc4616c8f906cab41fb6a4ccf021fec7ff59b

Observation f942855a-7ceb-4d9f-b464-86d10f8ba913 · outbound

This paper cites The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:03:48.737632Z

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=2026-06-29T05:16:26.506412Z digest=sha256:167a0d74897b469320be45b454177031ae8dbac1a98270f8a4db060c0a15dad5

Observation 57bb44d4-1bea-4904-8181-80a912c7d71d · outbound

This paper cites SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing SDEdit: Guided Image Synthesis and Editing with Stochastic Differential Equations

Reference 36

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.740381Z

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=2026-06-29T05:16:26.506412Z digest=sha256:bd480f14974267bced2daa34a4afdcd56fabfe3e57ce54f2bd32a49c5c3075f3

Observation 8a00b143-a170-4307-93df-05970f695b11 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 37

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:b3f3c2ff853463c8c7d00c424d04610ea07a1b0f1c079c9a6a1289eddc64be2e

Observation 590734c5-3d1e-497c-baaa-49737f71f56d · outbound

This paper cites Wiseedit: Benchmarking cognition-and creativity-informed image editing.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Wiseedit: Benchmarking cognition-and creativity-informed image editing

Reference 38

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T17:33:45.748481Z

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=2026-06-29T05:16:26.506412Z digest=sha256:2382fe668b8ea2daec582ce6398babfbdb9e8db976a65b27df25e282d43d2832

Observation 4a1c3541-2a43-4369-b1ac-915749e0aebb · outbound

This paper cites an unresolved cited work.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:a1c4d626e0927caee349b7f4e634fc2dfbf927ae3891e052e97a0168fe120438

Observation 6212d691-e134-41da-a9df-f8301e721e78 · outbound

This paper cites Uni-cot: Towards unified chain-of-thought reasoning across text and vision.arXiv preprint arXiv:2508.05606.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Uni-cot: Towards unified chain-of-thought reasoning across text and vision.arXiv preprint arXiv:2508.05606

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-06-29T17:33:45.758384Z

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=2026-06-29T05:16:26.506412Z digest=sha256:7045a918f91cc4676c9ff97a21597981507ea3f71e06f08568b624f574c75cd1

Observation 894cd59d-ff3e-4ab8-8962-086541629a5a · outbound

This paper cites Hierarchical Text-Conditional Image Generation with CLIP Latents.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Hierarchical Text-Conditional Image Generation with CLIP Latents

Reference 41

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.749398Z

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=2026-06-29T05:16:26.506412Z digest=sha256:127b2b295a4056a90867c97c7bceb1b07f25aa79215900dee7c514994393c42f

Observation 6ec50005-26f8-4ded-9aae-124df5d09efc · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 42

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:4ee29442fd7aeb7a843e3f017514ed0539863714a163b26778e66f639a9be89d

Observation 010322d4-a6eb-4860-b5a7-b19bf3281b35 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 43

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:0f75afc932c69fbed942fd6c3962f97d3d1b2eb17229d6f41cfce1e50f96c555

Observation 4a985cb2-7090-449d-bb9b-d18890366c85 · outbound

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

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Seedream 4.0: Toward Next-generation Multimodal Image Generation

Reference 44

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.760777Z

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=2026-06-29T05:16:26.506412Z digest=sha256:90079d1afc26181aa8d3a856f3133aa44433e2fb194f996f91e9ee1d72d71604

Observation b3aa7455-ae87-4604-a38f-308a049f60b5 · outbound

This paper cites Cognitive science14(1), 29–56 (1990) 6.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Cognitive science14(1), 29–56 (1990) 6

Reference 45

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:381065eba18f11501dd3f4fbd1819d3cbf67a8423f36539773111f8306f4aadf

Observation 88b8ff46-af96-49fc-be5f-d55526f1002a · outbound

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

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Gemini: A Family of Highly Capable Multimodal Models

Reference 46

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.690282Z

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=2026-06-29T05:16:26.506412Z digest=sha256:7e2cfc9e7fad54f6e35b0dd94113180094cc28abde9a042ccc645c74f6ad4690

Observation 5effaee5-d53f-4c8b-9cb0-f99ad524772b · outbound

This paper cites an unresolved cited work.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:e9107da703347ce037282b55996aa937281d407442838539b811e5da66c9fb11

Observation e82a1a7e-44e0-4401-bf4f-c33abb0e3881 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pat- tern Recognition.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pat- tern Recognition

Reference 48

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:ed5e4c5b7b2507a1e0aaacf3a15d357854b10fa71b84a609f43750f854f0a764

Observation cd7e669c-bc8c-4307-8da8-5deaf2664bd1 · outbound

This paper cites Mmada-parallel: Multimodal large diffusion language models for thinking-aware editing and generation.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Mmada-parallel: Multimodal large diffusion language models for thinking-aware editing and generation

Reference 49

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.688071Z

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=2026-06-29T05:16:26.506412Z digest=sha256:4520b3044f444fc8cbf32edaa52f1b8df3eb68584136d21c867e1a3470ba9bd2

Observation 2a7ad3f4-d01a-4b82-b18c-9baf4cff914b · outbound

This paper cites Cof-t2i: Video models as pure visual reasoners for text-to-image generation.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Cof-t2i: Video models as pure visual reasoners for text-to-image generation

Reference 50

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.692707Z

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=2026-06-29T05:16:26.506412Z digest=sha256:a56fd573368548b9ad8c1b8bb35e5dc4bcb0969e641c60d1e6c41353fc1c5f20

Observation 6b90f492-27bd-4989-9ae0-e3f52cd8b44d · outbound

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

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Wan: Open and Advanced Large-Scale Video Generative Models

Reference 51

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.738897Z

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=2026-06-29T05:16:26.506412Z digest=sha256:1268a8ba4f127baca483de8c8fca24849736e8a71ee64e82939cb303325e8570

Observation 678c795a-66b4-4b49-bfd4-d697f4023a0c · outbound

This paper cites arXiv preprint arXiv:2511.11483 , year=.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing arXiv preprint arXiv:2511.11483 , year=

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:03:48.751952Z

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=2026-06-29T05:16:26.506412Z digest=sha256:caa000f9d7277dcd368ecbeaf3a3e1fd214de55e5d79a492793a9b154265a35a

Observation 9eddd010-d6fb-4a1f-9176-ffbdc2394ab6 · outbound

This paper cites Advances in neural information processing systems35, 24824–24837 (2022) 6.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Advances in neural information processing systems35, 24824–24837 (2022) 6

Reference 53

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:73cc222a49706d40f697b932aa6c7dcaa5aae78d5411d6293233a700a59d06ab

Observation 6181e4ef-7db2-4d26-a1f3-137251e44c83 · outbound

This paper cites Qwen-Image Technical Report.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Qwen-Image Technical Report

Reference 54

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.737846Z

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=2026-06-29T05:16:26.506412Z digest=sha256:a1fce6814ea47ea1b8175020c545aca5e2efb2dec9b83adb17094c71320cb832

Observation 7101fa7a-8adc-4ed1-8498-225befc2046d · outbound

This paper cites OmniGen2: Towards Instruction-Aligned Multimodal Generation.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing OmniGen2: Towards Instruction-Aligned Multimodal Generation

Reference 55

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.753338Z

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=2026-06-29T05:16:26.506412Z digest=sha256:48afdbf95638f8caef56db857bec184dc89f61b1e36125911b0e9aecfffdbe7e

Observation f89ccbf7-6d69-41a8-8d9f-c2b80657639b · outbound

This paper cites Alvarez, Jun Gao, Sanja Fidler, Zian Wang, and Huan Ling.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Alvarez, Jun Gao, Sanja Fidler, Zian Wang, and Huan Ling

Reference 56

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.774116Z

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=2026-06-29T05:16:26.506412Z digest=sha256:09f0367fba3f37698f15eee08dce482c6f23407d35d1e12cdd5db2fef4b4296f

Observation c86bb490-4143-4f94-8e62-b2b7e0b5811e · outbound

This paper cites KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models

Reference 57

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T17:33:45.718887Z

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=2026-06-29T05:16:26.506412Z digest=sha256:2c40aace5e774e1700fa2d257e17e45f9382339741c25ebde081b3887c312b4f

Observation a1675d95-681b-4c58-a57e-eeb0e2692d58 · outbound

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

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing ImgEdit: A Unified Image Editing Dataset and Benchmark

Reference 58

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T17:33:45.768977Z

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=2026-06-29T05:16:26.506412Z digest=sha256:a350b08fe6223acdbd9ec8b122d0a844b9547b35c362c77e70c9b3fec3d3ea49

Observation d52f5bba-cfa8-4398-8979-81954f5fea89 · outbound

This paper cites CLEVRER: CoLlision Events for Video REpresentation and Reasoning.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing CLEVRER: CoLlision Events for Video REpresentation and Reasoning

Reference 59

Resolution
metadata mismatch
local_arxiv, observed 2026-06-29T18:03:48.778828Z

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=2026-06-29T05:16:26.506412Z digest=sha256:3170ff7ca7e2efa2ca516b4c026a849ca77acf776894dd114040f183528981dd

Observation 1a8a8e11-2345-4f57-bd44-b0210eb961d0 · outbound

This paper cites ReasonEdit: Towards reasoning-enhanced image editing models.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing ReasonEdit: Towards reasoning-enhanced image editing models

Reference 60

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.685566Z

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=2026-06-29T05:16:26.506412Z digest=sha256:d401ee71de7b1730b39801a15e749ba411b2f1ba3ccda8a3b5e07fa72414345d

Observation dfdbdb46-85de-4ba6-9e51-afb42b2f650c · outbound

This paper cites Newtongen: Physics- consistent and controllable text-to-video generation via neu- ral newtonian dynamics.arXiv preprint arXiv:2509.21309.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Newtongen: Physics- consistent and controllable text-to-video generation via neu- ral newtonian dynamics.arXiv preprint arXiv:2509.21309

Reference 61

Resolution
verified exact
arxiv_id, observed 2026-06-29T17:33:45.715775Z

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=2026-06-29T05:16:26.506412Z digest=sha256:cbe775da29ff4942cd141149562a38a6bf968db8a4e858fa675cb246eab71d26

Observation 0c70dc96-e5dd-40e8-87ee-1abf05fdcb70 · outbound

This paper cites PhyVLLM: Physics-guided video language model with motion-appearance disentan- glement.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing PhyVLLM: Physics-guided video language model with motion-appearance disentan- glement

Reference 62

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T17:33:45.744454Z

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=2026-06-29T05:16:26.506412Z digest=sha256:5f011b3a296108e1a909b3b9b39b18871f4224dda7cc1a1405c9552a49206f3a

Observation 8ef2ac44-0ac4-4ffe-9549-3c7a46ca8230 · outbound

This paper cites Advances in Neural Information Pro- cessing Systems36, 31428–31449 (2023) 2, 3.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Advances in Neural Information Pro- cessing Systems36, 31428–31449 (2023) 2, 3

Reference 63

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:cc3459e3c67c5f8a25578bf3ac2f818ab5690f5294114fdb53e39d2b313d9c60

Observation 0283f673-8c8d-4f82-9c83-30282fe1391e · outbound

This paper cites In: European Conference on Computer Vision.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing In: European Conference on Computer Vision

Reference 64

Resolution
unresolved
no resolver link, observed 2026-06-29T05:16:26.506412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-06-29T05:16:26.506412Z digest=sha256:b409067b28f920afb87cf887caabd4fa728721bf6ebea005035cfef57970b039

Observation eb33f17e-9524-4897-81c7-92bc5eaf6937 · outbound

This paper cites arXiv preprint arXiv:2511.19435 , year=.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing arXiv preprint arXiv:2511.19435 , year=

Reference 65

Resolution
verified exact
arxiv_id, observed 2026-06-29T18:03:48.680861Z

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=2026-06-29T05:16:26.506412Z digest=sha256:550cfc856d0c70b7cbe0fbce7631e6d059f62cc498ade99e4b84f77dc89f6b4f

Observation d57b98e8-9958-463f-9552-a63419a24952 · outbound

This paper cites Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing.

PhyEditBench: A Real-World Multi-Stage Benchmark for Physics-Aware Image Editing Envisioning Beyond the Pixels: Benchmarking Reasoning-Informed Visual Editing

Reference 66

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T18:03:48.678620Z

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=2026-06-29T05:16:26.506412Z digest=sha256:5a0e5e4ae57c3d564fb3c27f9fbb56cd406bc8a666ac7084d80be06985d8cde0

Pith citing papers

No inbound Pith citation observations are available.