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Paper Citation Record · LEDGER

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

As of 12 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 2026-08-12T06:34:41.77262+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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.238789Z digest=sha256:ead0eb4906050cd0f58cdf1cfb98f1d9f1a4579b9797fd705dbb7535f66bbd42

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.317506Z digest=sha256:a5ef8f75c388cf9529c077056db5967c94d253d522fddad826a6612dafc532e0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.322703Z digest=sha256:4a2a7c648e2d8d4ba5b229df7d7a20bc1ee0c66c0827c9f1204eb73bd6f8a6cf

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:f0fecef5b8870eb17c7e1af408726b86d88a66f8a8368362f2241621c1fac23e

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=sha256:6e6c4701d50679a53e2b3ec82adeef2dcc032ce51145dd3d76596a516ab49004

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=sha256:67084fd1d2768ff492d20a7db691d53a2419700020dba8a3166ffc2b7ee0d7dd

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.344724Z digest=sha256:5ec6f1de44badcf13a5df345fcbc72650470975696b8d8e3dbdea6f7f8fac59e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.349900Z digest=sha256:c9aa9b1b611452e8d3c6d2d0a455f8ffed84f8a54b53e798f6031484a32e3d90

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.501230Z digest=sha256:86d9ea58c4ef8a7f79f57f2dbec799c533fe1602d65d58f8f54cf81d0e618e31

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.594972Z digest=sha256:8e6ace38833a94e72611ddaab02a1770355b4ec299d1c4436f9ef2db1ff3de22

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=sha256:489ef98be3660b1f8cfbe704f1de7c90fecdb1802ee5bd0e84680e8c9ff12b06

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.650188Z digest=sha256:871231941c3cf113326cbb8b7e1e0fff5c8bf34f5b6bed5fce4636ec6308ba1a

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:bc0882c3d138bc6f35d46dc05bb98cdbe9776ff1931b4bcfedcaf89c2b199514

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.659860Z digest=sha256:0e5ba52f147f8235b4636bee142df90591838b86cb5818a1eef36401c233a477

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.669419Z digest=sha256:d3d128a2da98e68c1783e01a66d886285c2233f6fa1e2e458547552aa8b2db8e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.678898Z digest=sha256:0a544cf5499aa04c060e09ef7fdf93ee712ba3cdb2216e84d513db74fc610002

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.817859Z digest=sha256:d3bb7a994b2ea597a655cec94af874ddecf856db4b865102d444f8d591e0f70b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.896180Z digest=sha256:85aff650e7517f5a7cf7d9900c34854f944e308ece1ee3a70e263f15a8e34338

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:b388763031d29a85000ebf05d89553924b01143ecd991f5bb07e23d6d786fc72

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.907197Z digest=sha256:fbc6dfea345ecced310bc966ce662962a6bf224fad6250ba4a46ab712ababaa1

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.911304Z digest=sha256:2dabe8ad0e32d1b5944226e0ab55795b98d585363f1fec951e8badc864369f1c

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:b77d15216ba78b27e3e07807b3b23afc95c3bca24f495e2786218b50b11a30f2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.921899Z digest=sha256:e57ad2e49b48eb685e7bc57ca50658590cc66b865326d2c7e6a113072ad59d2e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.984087Z digest=sha256:5fcd96f6634ac257707622e010b2a2bdc2c9f2f9a20f4c04791841bc5fd60d7f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.072155Z digest=sha256:860c61fd74433c8dd7d9f0e3d07b68e88173ee5ada029874ee22d18aadd9e3c4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.105051Z digest=sha256:94fb62603a525ecf5cfb09e359e42cb8a54a22ac96f856c871683947bcd75a90

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.109549Z digest=sha256:ad374f27f913d50f0942b792858251856f6bbff16c5b3171a929ff76356e8e63

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=sha256:424a8400bcb70001dd9c6c4f61b79bacf7b9796f02773b2a87c8d6e79f62c9c9

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=sha256:78e95449902e76c65bac9dd7c04b81fbe9a58ad777f8aec8c403c3d6b3aba626

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.123433Z digest=sha256:337660478bf3320e9f5a2b14f4ad89f11e03216754e16adccbae4b404d2251df

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.128334Z digest=sha256:b1ed3e45f927f6fe195732e815f6ea6740156f19aa04ce7ee35b4d64e7e9fef0

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.133718Z digest=sha256:a540b7a09eb87d7c8e9242531e4ea7b49a3f0abec8262d06f1e5b36731a364de

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:a5eff2b71942d3fbc101091f4f1a850431088986504bbd9a3092ea8a814d091e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.143469Z digest=sha256:9541528e70b4cc390d81f51ef200098292ff980a9305aefa34c26c449c60c1c3

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.189358Z digest=sha256:6a50608bfeb8b91f90b2598e49f013d20141a5e5df229729a5aee657a949b234

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=sha256:26fd28737f514a71b000154efde00faf899dd5fddc890d82c4116f779a8f0e3e

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.373029Z digest=sha256:b98b3505ee43c97b6ee08f2ac2e2c3c749da723f5afab6352ec3a91abc63874a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.378173Z digest=sha256:5bec3cd8c9ec7665152de5633af58f990b7d691511a3e81290fa2e98e4f1a71b

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.382891Z digest=sha256:ce1b7b1b9f773c90d0e46b68412d2a1fb91bf624742d751d520083454e0ff04a

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:de070d4a2ceb0278ea4bfbbae48e0ede865fb0652122d51a428a4e1ff3dd459d

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.393406Z digest=sha256:a0f9fe60cfd9d9ad0752fc6e7d8db3073938f72c4508519b1237e47854398db9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.398171Z digest=sha256:abceb5bbc51c99cb49245785605ab6341c56a2cd34da0955f2867534d16e66fb

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=sha256:84365c61b0c4ff004b3ff23016bb2d95996c4ed056404bb1d0abe4e2181dfdd4

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.407891Z digest=sha256:0b4285a397e330ca094f69b32debc14bf13b9e6c5896419a966ca2014a3233a6

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.411966Z digest=sha256:7097f5d9428ee8d4e731e80e0aaa0a4ce658f085f824c066cf901fa44db31c59

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.464890Z digest=sha256:a2989282f30e40a31be3a67cca84246a40be1863448cbf96e09d30a9714d5a07

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:e7f9c2405dd38e280532dc94f187c51434641172d8991bf79a538a677bdf5d9f

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.626897Z digest=sha256:80f8d9f11f298ec133f939e20afbe850d4fc933d0d473022dddaf243c05de9ba

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.630994Z digest=sha256:07d520ed3353b109f6ffa6f30341b8887b4aec73d6f11d7455edeeaeb56ee2f3

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.636265Z digest=sha256:c856ed8f2acda8a1d9c304069452903ab0ce40896f2b3b7fe9e43bcf5aa163b5

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.641251Z digest=sha256:82ecc9b726ae8d0476f90f17f7a116e647c5b55aec2b6846bee4ea694a9c0e66

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.647237Z digest=sha256:e2ebecc90c567a20bbb8a52a691daf5f77bfe61649f4934b5f00616714e2aa85

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=sha256:22e766793087e66e592b60efaf9b9b3f5b8921e12ec28326482007da01c6e1b9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.671506Z digest=sha256:368fc6419eac58e0a64046ea4216c4e22ad5ad6c9e363e69cdfb5f2643e1ffc2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.691780Z digest=sha256:1c6a693a3175df7e5b9e2b849b8808fd9d86eb87c585c70a599ec2d7c56d28ec

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.800719Z digest=sha256:e7d93edae9a8b2ddb71c2e152bd437ef2442216359158c38f179eff35a6495c2

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.858629Z digest=sha256:2aab16329cf8b78fa7430f695c8b8bb604a1a1323c6dad25ba0eae5691a2cae9

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.931638Z digest=sha256:0b42c82fd0cfd146fb5efe3b3c9b73045a67cf3e60ad153f69af4e8cff539892

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.964119Z digest=sha256:a1c1b095a4f4fbbd20601b3996fcce8d66a16cfc533d09fbba80c2e7ef49cb66

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.968491Z digest=sha256:a5e1772673a356bbc639027ae7dca2dc69a554f066fed7c75ac6ba678ec11d4a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.973713Z digest=sha256:a5b5d86ebfb12b0460f90efde71c0af681f4911a7de84005219cf235df894f00

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.147653Z digest=sha256:0178284b73c34990661c91549afc68ec26d797c6d8b58d38d1c92642e45bcf3a

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.664350Z digest=sha256:3f17c8a5633f9579a4d2301c08358b08b711015e18858169dd6f330903ec5d65

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.674150Z digest=sha256:301e302ebaa3e35c9e0abfe642d96086ad32668d001862955f3741f7c3652e02

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:41.683655Z digest=sha256:dabf6ec3bb528e4910095b6af62364304a5be317a009b78b71856126939e39bf

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 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-11T00:38:40.720229Z digest=sha256:0bf9ea1520ece04304ae12c6167ca6dbd1b1d79ef311878a4852f0d746a397a5

Pith citing papers

No inbound Pith citation observations are available.