Pith. sign in

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 2026-08-12T06:34:41.77262+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=sha256:2de415802af38fbcb3f6c6b3006fc346c05c9cb0ca89e07726e3dc993bbf3c82

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=sha256:3395b6c2055c34afdf0c58e99194be21e239a8fac8dd4bb785062e326c076a93

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:b5d47fdafbc7f7716aa313c63693530d2db755dcf81df59a867ff5b2b16cfc1c

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:a16ca2654d873d5a23febb81bfe26d0c2a3d9e2857c50b6efae9e15bb5002dc8

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=sha256:50d93a6955ba57b084f77539e38c3ccc07967b70b99409b9d04100d403675c5a

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=sha256:98f97cf4516b1691a04421d472c3bc7fc120ebb5bcce4bd9df4993e4dc722972

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=sha256:72304a85a48ad0ebfb776206a22c741d866c32bf5754cf31165dec15764627c2

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:ace6cbc4c77d7f681b1f8fa4debc1ff3396436cd7eb431fb36b880cd361edca1

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:a09ef7e868b6892db581f8bcdfed19dea0a53e5ad4691534f15697ebb3abac84

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=sha256:18d4d39dce3b2bccb1feaae43fccd6fb19e2fac64f1017846abda435e65d19da

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=sha256:303d9e909f8934776cb39c893df51b859c61edc97d6508d8239aaf4742c33444

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=sha256:7dc8f6ed943bc1f2090dfdda070ead230bfa942aacc18be7a35d9d25331615d3

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=sha256:3dc366fa67044afa1b7990d8e9dbe217a4559288816af3b87fcfb1a4736d7b60

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:ab5d396f584679982c473fb5a78230f0d1a9a01fd627309c91a6d3c1fae2ff7c

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:d6cf3a71d3239def9e9e9b5b12e7280cbedd600c3ae643505d60012cf9065eab

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:bf632bdec3f4271437e93f5e315db160fd9503645fb57a4455072abe7d476e34

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=sha256:2d90122226fa5e1841e030a876c0ba83bb38cf8527742bc9e0c5a724f9a492bb

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=sha256:1415341eddaf669400cd3058ae8538216a584efc0c5fd7c08d96f9844972d15a

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:f47cf1d9bed33f7623c12a5eddcfa6c111c467a813cbfc9f65ad6498cd4353ff

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=sha256:6939bf83ce001d27cb92dacfacbf56f39e860f88e73458e404ce2afb88651fea

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=sha256:73a27c201c8b5ed2212f719122ca148934020c066ce0406f3206e572053d568d

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:b18902f839154263c4d15dd7cbea210ecbcdf32231531d44e593c8be21ab5a92

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=sha256:0ece5678aca12c2bac990ce955203bfb5de3e57418e07af05c537f751972e63a

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=sha256:7648b129061f33be6f965d7cc6c7076186c6b6b5c6c0faf37637a6ca5f8f8334

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=sha256:060ee313f5d23efbd0b943965c95ec24c49dd7b30b074b878058dda6412262c9

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:b49251d2d08c224503e70316ade3d49967a1f72d28a88aa520eb7b5a996507ca

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=sha256:768b61383ece11b3bf28679536b35f39e59fea1f8868c85cf6180a7c896d9a41

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=sha256:4995b75e708b2449d3bd7af04c0d95dcaabf5ba7e4e5dfb3f94bd2c3d9cd27ee

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=sha256:27b222134c251c44eb931b3c4ba474743459672c70dd55141c3a75b0f7fb0900

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=sha256:41ae5e30eac0a5ba48ddcdd3b494bde08155f3a03e9abb96f37f9b5a9728664d

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:abd87c402fd4d9c97e62b475ea89ab6b71435c24c9d46412a0be60977534ad4d

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:b6f5408861c4a9a711f120a131a80530f0cef774b991546752844a4a5e921cc1

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=sha256:8b7f61ba68d60a5d311878aca7cd340fe5df1d512f978a11f898d7c33ea0f310

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=sha256:033e7c2fc40c8f748d6bff337dfc41885693ab42aa04e434348abe43684f1aac

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=sha256:306c8deaf119bcd9414d99da97503215ca3ec6a869eff8bef46c874f941f3e9e

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=sha256:3e700952dfdea54888b226c06805e9028969d7624b6c1d3f053473ee9dfb8711

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=sha256:9b2a1838c3749738634eaecba89c1d2af668cd8baa595683d545166e175e7bab

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=sha256:06da597c4397d0e18167409ac6603361308b7d5c80f6cb945cccf1b69f7059ac

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=sha256:3661cf8598cc3b0d0692a0a6b23348ea358cd9a7ac12fad7fe92685b80825339

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=sha256:78990f5fa7faa25f92f4675db653b4a611ed0062f415b54762a8249d505b4a35

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=sha256:9ca9d30ac5fc0d80ae2e0c18f5f013fcd259c0506309555d428c7281620d9300

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=sha256:11408a603558cefca1ace93a6adb91b203392382379552fbf9fa6cb1d145c13c

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=sha256:7cadff57a6a499dcae97e09889cd498c184abd5bcb3c58598118400d3f287f46

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=sha256:5f512c100a256decdea258876462625def82e703dbb7e071854615c2c33a2a14

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:d8e127e95b079b60f289f0a7aa69beea068c83dd37028d2fd29215d8888fcbb1

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:ecd1a05937704fa43b698442a9994d0341c1f4d4730ff18ced818c20a2ea7fd7

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:b6d5ac99072e3c1546f672cc4600dce8236c432d397cadf1b604341a28d97b3d

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:dc6e2de75c699c195d644315d525f4e8045331b15ba4d27bc0f573b4dee17ae5

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=sha256:177e88b58695d1ee2281ed4fef1ab4dd6d3d9ec42486428c435babd2a4cbaa88

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=sha256:907fac521b1b43c6dc99af68a852dea2c7ffc0df2ee2ee5d4d9175624bbae166

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:b08d69456f0145f15f32122d1f0e6c180378cdfe794eb21b616e8962c16e282c

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:b6d3724c08f03b2b41ad24c763f9454c6914ea00698528e62fa1a7127f09346f

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:f1ca8dee0c4ca8523b51937f4f25a811784177e55646c40cfb24c598f4de4d64

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=sha256:5751d47c62281a51850b2f066dce530b1dc1c45b4c43f84ad059b054437eb711

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:ca462f1a145790df0d9980b2bd5d5fdf94a96fe041c183d4a8b8c3e40665601f

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:c5fdfcc49857e95abef0fea34d364e1f2e1694026ff99a6cac96d500c20b0a7d

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=sha256:6d483c0b637757e79eb8f7437475d597ffa324f895c949c305270d93f978a02e

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=sha256:76b14467c1ec7f515fff5a49e67f064d77e7a0a54ad34dc83febd23dc9f6659a

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=sha256:1fd979780ca869dee9ce3f88fd7fe77d6d679f9ed966f7c4cd6159eee8d706ae

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:e79d97b063f33056bad032a52f0509750735816327c74325d9ec1d2a59b04fca

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=sha256:9c9b58dcf5bbdbcca5158a48162286380a41625655b8a60c44c6cfc7682f2663

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=sha256:788b8fdc44a61b9bcb7b3e01f5da2594397f422130f6def11500b23ca14c2c1f

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=sha256:4c5eb130eefcc892de858ce0f8bbfb3f725af7bb21180498b0b04ec8fe128952

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=sha256:97c0a3103077307902be29e91dfc0c6e654580f6b485be55936011a24d202ba8

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:e9c3f4dfd2bcd65474f21c116487715592edb82f48760a92f8fe442bfc5000f4

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=sha256:6bdea4be5f4741902e5f95353dbd750876e8707864095f5ce44ad5e8a4e0edbf

Pith citing papers

No inbound Pith citation observations are available.