Paper Citation Record · LEDGER

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot

As of 15 August 2026, this Paper Citation Record lists 100 of 111 outbound references and 3 inbound Pith citation observations for arXiv:2501.09012.

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

pith.paper-citation-record.v1
2501.09012 v3

Coverage vector

measured 100 of 111 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:16:09.747380Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:41:00.583928Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T21:38:00.835692Z

Reference resolution

100 of 111 outbound references displayed

verified exact2
verified fuzzy2
unresolved96
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f6e2282a-6c2a-40bc-ba41-d0056936dc69 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.141343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 993e6e34-d38d-42bf-855c-f80a83e13cc6 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.147444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7620773-4453-45c2-a9c3-9d8052be7f0b · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.154161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52029a7e-befe-4c79-81eb-68d613eb49aa · outbound

This paper cites Hallucination of Multimodal Large Language Models: A Survey.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Hallucination of Multimodal Large Language Models: A Survey

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.159570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 206771fb-94a3-4bcd-87f1-1aec62c21234 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.165031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bea8146-3e09-4430-9362-5ea234b1c350 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.170548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df1525a7-dd5e-47ba-b862-ebddb7a4c92e · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.175921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38236cb5-4d45-40ca-b2f0-5fa8cf6135ec · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.189051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d012c19e-0cf9-46ff-aad1-a2a1ff99b011 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.195333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 533b04cf-c52b-4121-a1a4-49580e4a3b18 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.200821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6064b31f-6f30-4f9f-bf7a-53f539ec8910 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.206975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17122983-732a-4ba8-8bdc-38f15f2579a0 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.218989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fab4216-e94b-4df8-b36b-74011d993d22 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.225144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01069210-1b52-4ff6-8beb-290e9e5c172d · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.230724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9546210f-4347-4d0d-a3b7-618cd68e12ca · outbound

This paper cites Directly Fine-Tuning Diffusion Models on Differentiable Rewards.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Directly Fine-Tuning Diffusion Models on Differentiable Rewards

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.236107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e760e174-ad66-4cd7-b552-6d1150611d7b · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.241990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad9a4684-f6d0-467f-a4cd-28ba3f0d0c99 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.248034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94f5699a-2dc6-4bc3-857b-d80b30fed67d · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.253442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cf5ef3c-80c2-49c8-b65d-3f5ff3f2145d · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.264992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81150f58-37cb-47e2-9839-1921f5bc0c4d · outbound

This paper cites StyleShot: A Snapshot on Any Style.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot StyleShot: A Snapshot on Any Style

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.270301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 464811d7-701b-4dec-8ff2-fef52aeeb967 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.275763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ca110de-cb8f-448c-afad-af64cfaa9221 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.280806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95ef4e32-b72b-463f-af10-8e3e73e96833 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.286413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bf2bc19-74b3-4a63-bd7b-0e816a198858 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.291196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3710bd49-55a4-4720-a1ff-ec41aa15ec6a · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.296906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3bd991a-2759-48fd-bd3e-95e762b01ca1 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.302558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e42c13fd-978a-4186-a935-9deb61109a38 · outbound

This paper cites Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.308555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ff89d95-4d86-4ba6-ada1-504964c5d632 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Training Large Language Models to Reason in a Continuous Latent Space

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.313831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e10baf2-42c1-488a-98d9-3f7a1a38f879 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.319144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe6b73c8-4401-49fc-892a-ea38d6f9ed18 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.324525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 158c3aeb-d40a-4c4c-85a0-d29486a73405 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.329854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dedcb74e-30f6-45c6-a56c-d50074e1d671 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.335962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6163b273-9eb9-477a-bdac-affe3b8ea72f · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.340890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 913349df-b1fd-48a1-a596-ef4445355dec · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.345929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bccd2d6b-efe7-40eb-a2ef-852e391eedf3 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.352379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5354d0d-2cd5-4941-b1f2-181ba2522c60 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.357571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73e3a16f-947d-4159-8da7-27c224482388 · outbound

This paper cites Artificial Intelligence and Aesthetic Judgment.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Artificial Intelligence and Aesthetic Judgment

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.363217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f2b814c-8c0a-4bfa-95b9-99b7b99003e2 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.253022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e6f48895-9e03-43d2-a1ff-b292d9b26403 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.233875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ff5bf3b4-a6aa-4255-81a5-ccdaef5e291f · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.214697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1b9513ed-511c-4a2a-9fa6-eb0a62dfbd6e · outbound

This paper cites DiffArtist: Towards Structure and Appearance Controllable Image Stylization.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot DiffArtist: Towards Structure and Appearance Controllable Image Stylization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.388321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f712b7a-36dd-4fb5-a757-086265f90aa4 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.197177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 241cb2a6-6ac0-4190-890f-59d4b87b840c · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.176943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9df62733-b9b0-4818-9c6c-2284024eea73 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.159138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 59aaf3fb-e5dc-4c39-bbf8-ff52b8d6ac4f · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.142738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c6fb3546-6782-4767-ab31-281ddca629bc · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.126518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3d43b890-5142-40ce-b268-41ceac86a895 · outbound

This paper cites Formal Analysis of Art: Proxy Learning of Visual Concepts from Style Through Language Models.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Formal Analysis of Art: Proxy Learning of Visual Concepts from Style Through Language Models

Reference 47

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:16:10.224774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e483cf62-9114-4143-a681-2fa7429b46df · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.434182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa3311c6-6fe8-49ea-ab3e-10eeae236510 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.444321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ab808fe-0784-4dc4-a5d2-ae920c8628e3 · outbound

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

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:16:11.110171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5dec4d72-0820-47fb-8514-38c5bc7382c7 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.047761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4a69f48b-249a-4af9-a88f-bcd695d18bf0 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.460653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ce3bc38-14c1-46d4-a291-a61a89a949cf · outbound

This paper cites In Proceedings of the IEEE/CVF International Conference on Computer Vision.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot In Proceedings of the IEEE/CVF International Conference on Computer Vision

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.439387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6018cbc6-f4ac-4b7e-a9e3-0a924203a1ed · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.002187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4583c570-6c16-47ef-a190-204d0d1d559e · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.449633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6edab28f-8e9f-4d7e-87c0-7127d95b9f0e · outbound

This paper cites The ArtBench Dataset: Benchmarking Generative Models with Artworks.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot The ArtBench Dataset: Benchmarking Generative Models with Artworks

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.493101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76bfbc94-191c-49d6-8fef-06ed759950c1 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.499672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d165fa87-bac6-4204-a3d3-aeeef37f69f1 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.971012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7e38c6d0-cee3-48cf-8713-772943338563 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 59

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:11.018802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a47c52cd-4e30-46f5-88d6-5a1414e14d24 · outbound

This paper cites Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.528775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b14a3651-d34d-45e8-8eb5-dbc2975dd7cb · outbound

This paper cites Fine-Grained Zero-Shot Object Detection.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Fine-Grained Zero-Shot Object Detection

Reference 61

Resolution: verified exact; local_arxiv, observed 2026-08-10T20:16:09.996412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7a703d08-2f9b-46c6-a54e-64158e949374 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.488057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e821a4e6-8c4c-47cc-acbf-b79fd87861a5 · outbound

This paper cites GPT-4 Technical Report.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot GPT-4 Technical Report

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.545063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9df5c5e1-1fe2-4d0b-9ff5-6f56a8e7e243 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.925435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6c3d0cd5-99fb-40c2-8e80-df113d7ce8e1 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.555705Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 897bd98a-8cdc-4b90-bd65-2525d2d5b4c0 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.515824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 948e137b-4191-4c71-9efe-e44a58f7204b · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.567149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bf810a3-8886-4458-a23c-4163812adbef · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 68

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.873967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3cf2b43e-7115-4832-b668-8a7803460a78 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.856933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3cd17535-f66d-4e8b-afb0-1963562d23e2 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 70

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.943091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 08de02d1-5d14-4474-94ec-13313d24d084 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.829308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ab4e6cc5-2bf7-4d1d-9dde-1d006ac3d279 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.811824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6e2b4fe7-6d2f-4c3e-bbf5-2bb89f4ed8e9 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.792783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6934022b-dba2-47dc-bf05-1ad897d22ae1 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.561774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cb13fd5-d1ea-4d2c-b782-07f5068cb5c1 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.612589Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e3a373c-f843-4e50-89d5-c22d2632bbe3 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 76

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.762533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b85f2ed8-55b5-4928-be21-6c361fc2f0b6 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.623892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28f02bf4-58df-4b62-9176-b56fa8f35cff · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.583601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fb3267d-51dc-49b2-b796-91f8c35ea58d · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.714128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f56b12a5-2608-45e8-a386-f08c0c6144a3 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.696730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d63f8f46-eff1-484c-baad-d6c3425dc0c9 · outbound

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

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Gemini: A Family of Highly Capable Multimodal Models

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.650940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e989bf0-613c-4bf4-a541-51c27f82eaec · outbound

This paper cites Denoising Diffusion Implicit Models.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Denoising Diffusion Implicit Models

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.606886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13d17f6f-db9c-4197-bc0c-f8152867f3d7 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.659013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ff1b4faf-1a75-4de5-b49e-897bc62f76e2 · outbound

This paper cites InstantStyle: Free Lunch towards Style-Preserving in Text-to-Image Generation.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot InstantStyle: Free Lunch towards Style-Preserving in Text-to-Image Generation

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.667099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a9bb466-b12d-4405-b59f-72ca13a48ca0 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 85

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.642986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 268365f9-e234-436b-aa46-cc841d799de1 · outbound

This paper cites To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.628978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 905f19c3-a9c8-4bb7-acea-93aa03e9cf2c · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 87

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.733430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1cc346f4-89a5-45e0-b2c8-17b59e128e6d · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.612748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6b969ecc-a4b7-4c74-80ed-5abcd918e9b9 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.594112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d1a5c62e-001e-41ca-b2d5-40ef1bff8de1 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.576626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e64d2ff9-6615-4403-bbfd-9e422acbb38a · outbound

This paper cites 2000.The handbook of visual analysis.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot 2000.The handbook of visual analysis

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:16:10.679445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 4672d5b2-e20e-485d-ae3c-901c9815d799 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.546775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5c8a85ef-afe1-4d8e-ab6f-2cdaf5b67707 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.529700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c40f76fd-3068-4623-98bd-abbd6428635c · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 94

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:16:10.513181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2084f198-d93d-4e68-8af4-5a43ffdc5daf · outbound

This paper cites DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.677980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6e794b0-0ccd-447a-82a2-e6ef0e1ac70c · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.685499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2c57d9e-3711-4fa4-8bed-6f7e39f16682 · outbound

This paper cites GPT-4V(ision) as a Generalist Evaluator for Vision-Language Tasks.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot GPT-4V(ision) as a Generalist Evaluator for Vision-Language Tasks

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.742106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9551945a-7628-44b8-a010-4cf6a09c4b42 · outbound

This paper cites Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.747380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f2dda7d-89c2-4bfd-9c35-c6f9a3e492d5 · outbound

This paper cites an unresolved cited work.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot Unresolved cited work

Reference 100

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.708818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06032024-28f9-4005-9370-07aed85f912b · outbound

This paper cites ArtGPT-4: Towards Artistic-understanding Large Vision-Language Models with Enhanced Adapter.

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot ArtGPT-4: Towards Artistic-understanding Large Vision-Language Models with Enhanced Adapter

Reference 104

Resolution: unresolved; no resolver link, observed 2026-08-10T20:16:09.730620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f3dfa085-d6d8-4a60-b05b-110d2a9fa570 · inbound

Fine-Grained Zero-Shot Object Detection cites this paper.

Fine-Grained Zero-Shot Object Detection Multimodal LLMs Can Reason about Aesthetics in Zero-Shot

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T17:41:00.583928Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fe90a18-c6a6-44e4-b306-afd889faa476 · inbound

ViTok-v2: Scaling Native Resolution Auto-Encoders to 5 Billion Parameters cites this paper.

ViTok-v2: Scaling Native Resolution Auto-Encoders to 5 Billion Parameters Multimodal LLMs Can Reason about Aesthetics in Zero-Shot

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-05T12:02:39.664039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation aba24128-0be1-404d-8152-c2412327ae60 · inbound

CROP: Expert-Aligned Image Cropping via Compositional Reasoning and Optimizing Preference cites this paper.

CROP: Expert-Aligned Image Cropping via Compositional Reasoning and Optimizing Preference Multimodal LLMs Can Reason about Aesthetics in Zero-Shot

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-05T12:02:39.664039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.