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Paper Citation Record · LEDGER

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping

As of 13 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2608.07570.

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

pith.paper-citation-record.v1
2608.07570 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:38:41.973713Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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 exact1
  • verified fuzzy3
  • unresolved62
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 96f685b4-0da6-4f7c-9f67-f7340bf5a2ce · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.618938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.238789Z digest=sha256:1fca9ed834f51f8d02b199739b4186e059d34fb5733cb644459450526126d840

Observation b647d1f8-69ce-45b9-a800-21743313b23f · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.604219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.317506Z digest=sha256:a30aaec81b52b511953b6e7e846fd85cc4e5593853fa9b0b6c8d1d956618a28b

Observation 6b07c1da-a169-4052-ad3c-9a16f54a9f13 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.528567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.322703Z digest=sha256:c42a499e246aa4c472c46b8a1d6dd1d7d0f5cb08d263c45a5a9f382d66a31a19

Observation f7148427-3e2b-4167-8393-6232c2e5a2c1 · outbound

This paper cites Qwen3-VL Technical Report.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Qwen3-VL Technical Report

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:40.328476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:40.328476Z digest=sha256:5db636c7283f9ce8a28569747b624cdbd7b162f1a1af6a64b68d774abed96a82

Observation 9dfed179-9104-46fb-a435-0d0315e8e9dc · outbound

This paper cites Qwen2.5-VL Technical Report.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Qwen2.5-VL Technical Report

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:40.333886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:40.333886Z digest=sha256:6b4608af3bccca593eb9bc20505ca9b13890947a2f4d0492bb7ab30840223fc3

Observation 2acfed1b-bf2b-41c9-b6e6-91e33c4060a2 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:40.339249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:40.339249Z digest=sha256:1090ee8e67415c90adc634d227d0e7cb6345b3c66ca7f3a43dd048e6ebabb59b

Observation 4590224c-b70f-445d-9b6c-2b34af3b2733 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.418578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.344724Z digest=sha256:2fb926de3b1d149f2157e1beab2b7f68d83dc7106bd2f54aa0b7b967f7b3d93e

Observation 63a3ae98-30f8-42d8-b16c-f412a8d45780 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.345812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.349900Z digest=sha256:99e38f0b36d1db072072cf803699ea4392ee6c4080e250ca17fc2efe331d784e

Observation 79dd251f-ec00-40fe-9740-2cfed82c2b74 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.330326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.501230Z digest=sha256:6669180826ace4b41cdcc0e2f6c1f229ab858cbc500f64bffd1b8b214067c322

Observation 6b236f6f-0834-4ba0-a7de-f1091b571ed2 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.314638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.594972Z digest=sha256:db395e528249c7e523fe7dbea47387c11cde6c0cf66784760a59ab8b9406504e

Observation 4217b23f-eb8a-4a98-a3d2-f9c2279bc8fd · outbound

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

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:40.644429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:40.644429Z digest=sha256:e198c0596f1cdc7f7100d55e3ca1818601ff7513e0633f68bd4707681021833e

Observation 863e0118-3184-4629-bd18-17a660206955 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 12

Resolution
verified exact
raw_fallback, observed 2026-08-11T00:38:42.230745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.650188Z digest=sha256:172aba3b7425ca068674dd0d99fc3a19a2dc6d3d83b87e9050b23aac33d61926

Observation f7f285fb-2da3-4f56-8ff4-f7fd1d4c0adc · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:40.655178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:40.655178Z digest=sha256:1a3d857f6498813c93a846ea8a2320be4413f3dd05e0f40e9b2ff414e42e0556

Observation f862e062-4c2e-4006-8ee1-442f32a3af03 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.287406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.659860Z digest=sha256:2f65d6710f74ca7db0eb5e0db10fd4d29b70ce49571886685f238fbaadb75cba

Observation b4629413-b881-4055-8797-acfd944beef9 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.096780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.669419Z digest=sha256:914f3ec45727b64388c34e712650cad8d66bfd2e593ce7324ef313370a2d5275

Observation 71b94b71-474d-41cd-8fbc-44f3bb467418 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.959663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.678898Z digest=sha256:4e13af8f55f2f46e70e5131f8c58e372137c96ca80dde580eb734a66b08c0f36

Observation 22b8281d-2a42-41f1-92bf-3dacb0cd1430 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.923167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.817859Z digest=sha256:e9c19cc71a43ce711c781b0e3c99161dd59a8a067a42d7c49ab6f14a41279c6b

Observation 73a3783b-15c4-4930-a90d-f366da170d68 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.906582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.896180Z digest=sha256:4991ca668610f29485919a4c6b7c065b7ed57d91a841a30dae7659768c30c093

Observation 01875dcc-79fd-4ff2-89d0-8c4eb01fd870 · outbound

This paper cites GPT-4o System Card.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping GPT-4o System Card

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:40.902123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:40.902123Z digest=sha256:2e7ab0893b4defa6306b970abf5c8f9711a6cd8ef2aea6d3973f9fc8b69e734a

Observation 79a903f1-d327-4f12-979f-7dd9cc3484e5 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.890438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.907197Z digest=sha256:592c429db06b70103b9fb77ae4b886eaddb0e7cf01be53bc197dc3a30b8c885c

Observation 4c6cb76e-8720-4e19-98f5-1169c8abf239 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.873988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.911304Z digest=sha256:c3ce947ab89b3e16835d4ac3339df43b659e669ade34ee4a8cce8d5740b28ad8

Observation 2685a110-5643-4d5a-a050-bcfc464c63d8 · outbound

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

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping FLUX.1 Kontext: Flow Matching for In-Context Image Generation and Editing in Latent Space

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:40.916245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:40.916245Z digest=sha256:16ff279e198303e96c1dcedf9feb21294a474187ab97bf82e601504f0379ed72

Observation 9511a0df-2cd4-40aa-9a96-68cede3f7005 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.855938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.921899Z digest=sha256:2cadcf1d33d3ec7abe582d23cb9141b33a05dbfef01f906bb277ed337763c012

Observation 9458ba87-2f0e-478d-a892-d8be2e244ada · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.674200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.984087Z digest=sha256:00d2f8d8017fab9c1d37d3935c2a9fa7216449742d9b9d958800e371b76f1697

Observation 03e22ec2-be6b-41ca-98c2-27da153b0e8d · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.537595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.072155Z digest=sha256:e23d0dc5854a63fb4159e16e2d8ed1e7f308cd620e03d35d49d497420a738e76

Observation 36bf348d-81c0-4732-b468-a2e3da747c26 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.522215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.105051Z digest=sha256:b51e8abc572e3a4c78aab965cd7cdc08dc2f2efddcb50a8c3bb183122a3da079

Observation 3f6a44c3-014d-4b0d-a779-13429ffb59a7 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.412617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.109549Z digest=sha256:4d113b3eb1a83aadb0acadb9e3d332e25c09d50e5a6c9c9c0b3ae5d62342c8f9

Observation 52578dff-6c6b-4f09-a199-1c36788f82a5 · outbound

This paper cites Q-Insight: Understanding Image Quality via Visual Reinforcement Learning.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Q-Insight: Understanding Image Quality via Visual Reinforcement Learning

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.113695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.113695Z digest=sha256:ece589095c455254d001d8145f5afe858f04cc5ed883c2eed0f7c890e97e3225

Observation f85d4591-9b10-4fd8-8de9-aea75b0dbd87 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.118736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.118736Z digest=sha256:81df8aaf01052b9cd0d9f828c70a606768f939691cd23665270ab1855f2321e2

Observation 1c7ea65b-a3f3-4578-a054-0c75e61d8e46 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.311650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.123433Z digest=sha256:ef61eb4f8f7c5bedb0e1f9a9c6607dcb4d1883943cf468da5dcd17d8ac137c48

Observation 8cbc0f28-28f0-4c6c-b532-28385adcbc34 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.293944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.128334Z digest=sha256:224b237daa8e4ed17885677bb9f8b9ef8cdbb160196d0d93e98876faff9b3667

Observation 6462c9c0-db17-4cb4-ab9d-a996464c121f · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.138909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.133718Z digest=sha256:98fcd093267fe9a70f69311a46b75ecc7e7f8f866247a7bdee4f8f2a2d59b99f

Observation 1f048525-96ea-4cc0-bd22-7f7f85ed5983 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.138957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.138957Z digest=sha256:bb95600bdf29abeff0dc9171271a48807a4b938981d316c02ed147b41725cf92

Observation c48be934-1211-4c2f-b4ee-4879ccebeb67 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.040405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.143469Z digest=sha256:ea25f9ee72d92aa9bcae1cc93e22942e6bcadec6b082b039b9bdb9e3c8bec533

Observation 27c8b541-caaa-40b0-bfa8-a5d47eb42615 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.895871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.189358Z digest=sha256:08afe076e486b0359e26701614575cc7c8bfbd876378437c8de2d7c7a322ff50

Observation d0b76500-147e-4eee-9565-75dcb271783d · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.286039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.286039Z digest=sha256:668af582711653667af1496f8bb5bdc9d41b6ae6c6b385aa28f889636bf52009

Observation 30461878-0378-4f41-af0c-b74fdbf947e9 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.806833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.373029Z digest=sha256:fd4bfb6e878ce6357437f32d1e0f1b30a9bece86da1a7876328edf16b783c5fa

Observation bd473aaa-8194-4214-8358-251868667122 · outbound

This paper cites 2022.Deep reinforcement learning.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping 2022.Deep reinforcement learning

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:38:43.790954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.378173Z digest=sha256:c87d801a064b4e2b3f9cf57e7d83d5d76a77019120b0ec64410ab53ef6823be0

Observation fb208153-2b33-4f55-b59f-ed9253dd1745 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.692850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.382891Z digest=sha256:b6d1f447845aa1001f83c40ab4e52a3baf3dcd5b39a5f1da4158fd276d6737af

Observation d70a93bb-481c-4d5c-865f-c3b43af5017b · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.387891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.387891Z digest=sha256:cc73b6f03c78d66b3a375731207eeef18923f80a0653f0fc4984d91d2fddea32

Observation e137eec3-f316-4ff2-a431-52bd45c6de07 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.546039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.393406Z digest=sha256:8b5f58094539ff64b6baabe4b610fd4bbff02889d67b0d1057d95cce6441d110

Observation a0e2c751-6933-43a9-b8e7-e4c804854c95 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.408143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.398171Z digest=sha256:b1e9909919807d4978c1328a738334b14ff15caf3bde2b476b5536bac115398a

Observation 81d2cfad-4a5f-48ce-97da-a158c2399624 · outbound

This paper cites Kimi-VL Technical Report.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Kimi-VL Technical Report

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.402456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.402456Z digest=sha256:ccba0038f143bcbb4b3c35b5a1a188db1b6593c411179c0c6feea710ff66da23

Observation 78c0fbc1-bf31-4020-8fbe-d901d3b7029f · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.392974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.407891Z digest=sha256:7b09e72e54df7c4e3bd31abb2afe3ab4d7d74ab95df90194c571efa18bca69c6

Observation f4c1beaf-0dc9-4393-a99b-e2b9185c985b · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.254596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.411966Z digest=sha256:3dc53ef67b30d4059a57cb7454e2ae915548b18c17888878b48f4fe590fcbb67

Observation b25224fc-ac14-4778-a922-fe56906f2e0c · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.206737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.464890Z digest=sha256:a556b45d6aaa6ac91828ffab320d459b8aaab552dea1516f944e2bba4845b9e8

Observation 6eba7238-4d59-4490-b410-8ad30022d418 · outbound

This paper cites InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.531524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.531524Z digest=sha256:ba855099380f470ed30a0c844385aa500ee934a8bd6ecca616f1627b381e187f

Observation 8caba256-0152-4c04-acf9-76dcdea56c7d · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.190351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.626897Z digest=sha256:5e8b94c3677db4af0e3063784144afb1ef7e11f7c3b1839f999ef68f38cb299a

Observation c25bd2f3-ed22-4030-9899-5119002e972d · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:43.173860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.630994Z digest=sha256:8800bf4c0388016136dece24f8a9c018d3697b0f9dde1524f0d415964256194b

Observation e3ba66c1-0750-4668-8f00-dcd5f8905432 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.999969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.636265Z digest=sha256:a5691a13f3b8857c3ca5827081a01e8cb6a5f6960cea2e357900d770d8bfef2f

Observation bf1af801-150b-44d0-b170-e9050a3d0b8b · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.953375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.641251Z digest=sha256:b1781d330f7f2c5d07c8956c91a5b2f82d311ef45bc48589f9ea2981dbf51b76

Observation 66c7134e-9b2e-400c-b3b5-a29dcd3c06c1 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.927136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.647237Z digest=sha256:6d322f5270a1c40c22b04ddb6100b2218624bd21b996743547a442c9e45aac3c

Observation 574699ce-c252-4436-9f2d-c947c84a77d8 · outbound

This paper cites Qwen3 Technical Report.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Qwen3 Technical Report

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-11T00:38:41.652261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:38:41.652261Z digest=sha256:d523e03df42699f3e91a2ad4fd8275fde70af855d38467c935a34fe0259075d2

Observation 774bd9d5-36bf-4723-b4e2-ec08360d1bb2 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.880728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.671506Z digest=sha256:70417014651b03e878b4bdc64cde8e8afaeb7426dda1ded2c400615b84a41cb5

Observation c385d30c-d32d-486a-83fa-8a1d8c07a813 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.658225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.691780Z digest=sha256:8b391e6cfac11b8a68b00ec71539a32434666e77f44b8eb585f733bf12e2599e

Observation f5c0e38e-9d9a-40d4-9533-3090e53bd817 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.641811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.800719Z digest=sha256:7e32a4137ba4f2ca61c1053e078a313b1b4b992f480d216fad993628fcd70255

Observation 4d859982-4ca2-4750-b014-3f225d04a1aa · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.623678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.858629Z digest=sha256:2b31264426b5279cb197c0223810ad9efbe2a3bf40bbd3aa855ad4d6d00faf96

Observation 8054debf-5ee4-4c59-a331-be3ab7805ae3 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.490859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.931638Z digest=sha256:3cac3c1b4e6ac0b7bb40c5e49204a1cf4dcf10abfaa1002dc681c53fbe4b5caf

Observation 1e4011a8-b132-4901-925d-883849baa839 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.423855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.964119Z digest=sha256:6ebd124d567b1965e0bd96c1913266c618839dc3d3aa30b05994f7b51898ba44

Observation ca9edf14-70a1-4bce-9544-32ea5089045e · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.407309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.968491Z digest=sha256:1f015f1e46be17389e20acf1c30277db379ba01235104cc4812f8351d53b11e8

Observation 1565574c-8c02-4dc9-ab27-897a57b4218f · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.346484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.973713Z digest=sha256:4071c665d49ce7f6b344ac3d032a7a2029eb31521437883162f35a42cc022188

Observation 6808e52f-8dc9-4ad1-ae4d-0143381459a2 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 2013

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:44.024143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.147653Z digest=sha256:b689a735139ed5d4eb10a1526ff6094d9be05b55e9d140580f25dff17e29f6d3

Observation 1b557f2e-a087-40bc-b421-bf66eb2bd2f5 · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 2018

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:45.253983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.664350Z digest=sha256:ff66f746f2142aa92851fa317dab8ba2b18dc44afcd3b7d8887c132838852fb4

Observation 6004a463-550a-4177-9b2a-dca18726d476 · outbound

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

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping InProceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:38:44.976341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.674150Z digest=sha256:dc67ec58d40abd6d1e2bc3e46686cf6355d33b0a38df14fe6f3c4fde8096ee79

Observation 93aad096-5120-41ac-9e22-d3720a49341d · outbound

This paper cites an unresolved cited work.

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:38:42.673952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:41.683655Z digest=sha256:19d6afb5fd4a5f28f01cc7a94e2c93aa2bbe8c677943cb3e550cad5f6a333d52

Observation c2da8f82-3baf-416a-a919-fa41f14d5c00 · outbound

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

COMEX: A Composition-Grounded Benchmark and Learning Framework for Explainable Aesthetic Image Cropping In Proceedings of the AAAI Conference on Artificial Intelligence, Vol

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:38:44.941766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-08-11T00:38:40.720229Z digest=sha256:52c2e0b6ee891cd01ff594fb71c3a557ee4f535a89c87667a1d42fbf39368f42

Pith citing papers

No inbound Pith citation observations are available.