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Paper Citation Record · LEDGER

Efficient Visual Appearance Optimization by Learning from Prior Preferences

As of 8 August 2026, this Paper Citation Record lists 76 of 76 outbound references and 0 inbound Pith citation observations for arXiv:2507.15355.

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

pith.paper-citation-record.v1
2507.15355 v2

Coverage vector

measured 76 of 76 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:39:38.597772Z

measured 76 of 76 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

76 of 76 outbound references displayed

  • verified exact3
  • verified fuzzy4
  • unresolved69
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f3cf2c01-1672-49c2-ae10-6671529deda2 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:47.076022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:30.979401Z digest=sha256:69d05f0e2a67e8bf17e2288d3beb56db948c36c68120f5306c8dcc8333914d3b

Observation 9d8b3001-8235-41a5-b585-9e93cac79b81 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:47.059206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:31.105173Z digest=sha256:19e0530971a92e462c8dd8372827e76f404a2ae105c3b17cd3e934eabdb57c08

Observation b8b140df-5c06-49c8-a62f-e6c5118b3531 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:47.042462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:31.349166Z digest=sha256:bbb9c88d28d688de9db82cc926a09935c5fd5c6c8b48808403a20c0e1058ad32

Observation 43a84369-db16-4e0d-b2c3-e05b3c5f0cd9 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:47.024430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:31.466501Z digest=sha256:857fccb9564069113983558d5b82be5c112ceead27fa9704e9527efe286e1893

Observation f612703f-7b45-4ca4-8852-b33bfcbb8370 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:47.005492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:31.541187Z digest=sha256:139cc958c6ab0ff1da1ff4e42aaf2d469e0bb76eda01fab0346e820ea55330b7

Observation 65bdbc59-6e46-4fb5-9987-d998d09c288c · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.984419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:31.669912Z digest=sha256:50376f6bdc0242dd8b5adcce8af33a27b5a1e6cadbfedf92b69aef35b9363a38

Observation 87a50e31-eb0c-4116-bde0-f61ae4060620 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.968567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:31.801886Z digest=sha256:0ac89cde5ebb884b15a3ccfdf9d31fdc3a392344900349da3429ef98a2abff74

Observation 5191da1d-effa-442e-bb0a-406507b535fb · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.953032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:31.903782Z digest=sha256:b9f442c533233476d87ca5c991ca6df9766d530455f767f7c6d35c3be30f4175

Observation ade06fbc-12ed-4d8a-a0aa-6317a79b7032 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:31.966571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:31.966571Z digest=sha256:e35d11abf317ebab81bc1b781b795961ada89a1fd5eb5cd44da8e707ac4e012d

Observation 4831e006-7fb4-450a-8d63-36b1dad4db73 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:32.054474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:32.054474Z digest=sha256:b1cee6648024bc3a766df18f7f3a649a0bf117802cae92a3844a94b031e47f6c

Observation b51edd5b-b401-4421-aa93-367469d48f6e · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.926836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.137345Z digest=sha256:567dc2af9a2bc7ac01ce4760dcd8312f3302c808da281deeb3122ffa886e0865

Observation 1ff72476-2b26-47c2-93a1-59d2dfad9bda · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.909040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.265783Z digest=sha256:b323a15bf9eb31004f6846b78114e9bd328ede0dd4c5249d2add462432474265

Observation 73b5b101-0495-47b1-ad17-efee11fde6e2 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.890396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.342493Z digest=sha256:9045452a144645306d96fb4a4bcc2e225b91089b93ad418495022f3eaa08b815

Observation 19cedc7a-9645-466f-b4db-f3889ecff39b · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.871384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.383411Z digest=sha256:8727a5fc413b300aa182b223c94b354bb969936fe332152e34ca9577c32a169c

Observation 1d6f5f93-cb2f-46f6-992d-8bb959ad1e79 · outbound

This paper cites RL$^2$: Fast Reinforcement Learning via Slow Reinforcement Learning.

Efficient Visual Appearance Optimization by Learning from Prior Preferences RL$^2$: Fast Reinforcement Learning via Slow Reinforcement Learning

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:32.451666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:32.451666Z digest=sha256:260ae3464a03a6e1359b5ece7d185b70898315b1c1226bcd867df7e2c90789d5

Observation 6deb8c2c-2a75-445d-90d4-6dbe85cf9a32 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:32.531080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:32.531080Z digest=sha256:178992f93f8f137b51891de5131f6cbd0ba53ec4d95b06686e645670101e183c

Observation 5a5d45bf-e363-4a37-ad8d-73518413f3e9 · outbound

This paper cites A Tutorial on Bayesian Optimization.

Efficient Visual Appearance Optimization by Learning from Prior Preferences A Tutorial on Bayesian Optimization

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:32.601471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:32.601471Z digest=sha256:6875f3f3274624158ec2cd3ac591403835bd5ef5f36aa938fd42b780e08a542b

Observation d4301789-dbf0-45d8-8ba5-56430feb1c88 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.838948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.674936Z digest=sha256:cdc87ac297072bdcf55cbfcb8fb31c95eead2f23e69b7d2e8599836f2b09f442

Observation 575c7fa3-add3-4879-9c06-4a010049cc9c · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.808623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.803467Z digest=sha256:8baaa8f5b2b4d417ae0457ebb27f831cb75deaf13a599d5cf01af9cbf2666ba5

Observation 3aa4eb4b-aa70-47ce-993f-9acefaed3bf4 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.789735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.909619Z digest=sha256:66627e29855ad95a2c9e7c5d22e8bd6431d12de9830fb8ae22a569473252a4f2

Observation 7265ba4d-e3d0-49e0-a6a4-7eec85932e90 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.769781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:32.967273Z digest=sha256:384de9224f918673c30bfbbf5a88b082dbbb2fc410107215447485a776689532

Observation fc8ff58c-b973-4d6e-bbb8-e387214b4b4d · outbound

This paper cites Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:39:39.364665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.032302Z digest=sha256:5699147568d81feac3dfd12a0120e647c20dc3a48c8fd38bc9c9d3b9f94783f8

Observation 248dea23-83fd-448f-ba74-6b10275fddd0 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.746370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.094600Z digest=sha256:96eb1cdee2be228ccee341ff1c8283ce38be2b0e96def835482175e2b76bd913

Observation d04d6e94-ff46-45a0-a7c3-a562868afccf · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.724795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.141819Z digest=sha256:96a5792e9ae673d93c0a4096502d449b718a9318465f6de02b4863d9e052d617

Observation 6f8babe3-7689-4a42-9177-edcded4e1835 · outbound

This paper cites Khajah, Brett D.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Khajah, Brett D

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:33.269628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:33.269628Z digest=sha256:5066af7fe9114ef8273d4e4d0fbec6e841fc51b73df81c2d249fa3e9dd664123

Observation 4e5404ea-1fc8-4da6-b767-a633789539f9 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.693959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.363546Z digest=sha256:a159b312084944218b49e2dbdf80955790aa610f14027a7297891f84d8ff2eff

Observation bddc7bf9-3f78-46f1-b551-1cefcdaf55f5 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.675325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.434835Z digest=sha256:890c664cf00a4f71e9e98e03f4676b67ccb1a852df4be4313b903e2390b3bef8

Observation 982e2c48-32d9-42f9-bac7-0355f139a356 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.657606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.549189Z digest=sha256:3a5267a58aedb96ab1e4f96547efc27c53f2fd751a5c9ab4f8112457aae81eac

Observation 2f662950-21e1-42b1-84c4-c647f2645c60 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.640547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.639361Z digest=sha256:d9941e517bebcc67e9f338e307551c345797155deea018a57a7f6111ac4504b0

Observation 079d68af-5d8e-4ade-8d83-10c9a6440857 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.623458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.777157Z digest=sha256:89e117725b49bacca6123000c471b01a334e227bfb076a10f74d1980e94f3b22

Observation 76df2c14-1bf2-44fe-962e-09bbe3b2c6ec · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.599784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.877273Z digest=sha256:ba000f02baf075d7469a1be01c3b3fe05f2ee58df7a0fcc590ab7ac19f7adbb0

Observation 4bcc03cb-6a90-4beb-9b97-e2b35213c941 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.574681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:33.957193Z digest=sha256:0c8e882591cb4bae24fe7ab5d7bd6062366c401943093822729fc860164cb229

Observation 112edeb4-29df-4ed3-bf90-482cd838e19c · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.555892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.016058Z digest=sha256:0ecc369a0ba3d3f32f9013b747e46c3b0ee8dfa10a67d283d6a9af24111ef450

Observation 63bfa824-8b64-4f15-9661-83cc915c54b0 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.506183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.182451Z digest=sha256:d67ff11513b2c151af6fe49f4d902526b3406c87663c39c9af174fbbb281e15d

Observation 6fe3594c-be7c-4901-8fbc-612f8fa78ff3 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.295417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.297443Z digest=sha256:3c54e1b0d3f7b0d8e7ef5715d8e6bd6fc5a96506f9b6f85640431f47176b1583

Observation cc09ad8a-9743-4d8e-9124-b96551573d1b · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.219436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.416272Z digest=sha256:46890c79caf267273780daf812865f644580d0c600f1b9ae226e3de16f5fc033

Observation 76dcb9fc-1a6c-4ac2-a628-fdfa5792f6c7 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:46.120628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.501468Z digest=sha256:a245745f715a3d68ceea93b90d8c488268082b672fea72260602ab84cdd26230

Observation 686d875d-ff0e-4146-b85a-0c5954dde0e8 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:45.991803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.617284Z digest=sha256:8b2a4c2c2e0882f216729cd4034ffba613cd67b7f2a0f8c3bb5c4ce125d23762

Observation 5d5d1974-f864-4088-b906-e0328bee31d7 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:45.801783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.700527Z digest=sha256:78579a97ce54f31b877f66ded5e56bd01bc2e8b64578bf030c091eff44fe5644

Observation 97fbe42f-9a33-4792-bab1-fb13125bd979 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:45.620864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.772726Z digest=sha256:e818f9ef66af2a23a2d3d4244f5f6599f1eac9af3860bef7eb29e1cfdec550de

Observation 98057435-79cd-461a-bb08-a096c243db6d · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:45.283675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.025679Z digest=sha256:9ef790bf4f64604f515af0b3babcf24a8337986d649747e66a8162076798b53f

Observation 3350d9b2-1151-46f5-8950-5296faf7737a · outbound

This paper cites Analyzing User Activities, Demographics, Social Network Structure and User-Generated Content on Instagram.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Analyzing User Activities, Demographics, Social Network Structure and User-Generated Content on Instagram

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:39:39.009042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.122510Z digest=sha256:d7beb47f40046181ba06995535bb9f28554d14b57f895e71621e355406e5c606

Observation 7a58bf19-9454-4410-9d41-ac71b231690a · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:45.093118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.197051Z digest=sha256:626c114e6bb1abef6495b8820c7875c43b60b99b107e753c72143c488a3ca209

Observation 8d4a2701-ba35-4ece-9097-e29bf36c6f4f · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:44.942096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.281821Z digest=sha256:eb42436e4a73adc0679d867f0b5f61ca804999df2af870aff49492f4253c7b36

Observation 47abd95e-c9d8-49c0-af19-9d7e5905ce6e · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:44.765006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.357815Z digest=sha256:d61640806fa4f6b532091039dd61cecedce1157a63621120366efa17a3c8d343

Observation b01c1e24-81ff-49d2-bbb4-7d10c0155bde · outbound

This paper cites On First-Order Meta-Learning Algorithms.

Efficient Visual Appearance Optimization by Learning from Prior Preferences On First-Order Meta-Learning Algorithms

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:35.436455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:35.436455Z digest=sha256:7472140fdb3d799e60ee557d1575c41c23906d5b0ef575323ce7c75edb54f501

Observation ceafed68-d44c-460a-a97b-61507d998671 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:35.613871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:35.613871Z digest=sha256:809b3fd706d5cb6734603ea81fdcbf920a55541732596399319bd55513d03ef8

Observation 6a4cb163-4cf1-4549-b0da-66514e1f14f9 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:44.569326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.714164Z digest=sha256:b80c9e71ff01c491ba2bbf114690ae979db54d26fdc6f37c8b8b04981b3250a1

Observation 201faef7-1756-4b9a-85ae-616dd3bf549b · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:44.357135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.799775Z digest=sha256:25b39b0f92a823bcee52d87b48ac99d9599e6274f2ab906aeafe2b3cfa0a5c79

Observation fc8dae29-198c-4473-81f4-c1b27a6aaf89 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:36.002300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:36.002300Z digest=sha256:9602ee3f0c61dbc1fec4ed7662c0ccfcae24654f26f1fa2e10eb2c270648b703

Observation 428decdb-1c7e-40df-b277-7523a4b3f421 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:43.855574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.134963Z digest=sha256:4cae4ddbc51961f535f5d6452c8ce6290cca38ae512a215bf38a508c5d86cc12

Observation 034509cb-fe28-4e84-afc5-f653ea63b4d6 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:43.634692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.254178Z digest=sha256:4a1f5e510b6bd1d0ad57cd2e58afd128798dba2dc8cb0108ec49962caf90e6e0

Observation ee4d41c3-ce50-44a3-831f-a8e16347eb5f · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:43.401477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.375752Z digest=sha256:c23302d9db22f81efe24aa8a5a0ead5059357faaa44b9b96b0ed553aa701b0b9

Observation 0e51d681-3d92-4529-ab9d-0718d0d92e41 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:43.097393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.467210Z digest=sha256:b41156240bf775813452312f384565c0f07e507ae16a586015ff2b577e9bf25a

Observation a6ed42f9-710b-43ea-9c6b-95adda601dd7 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:42.773807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.549556Z digest=sha256:deca26e78561dce7788942cd4b91ad53cb912c1bb8ea7849a9de3e8e5a2f57a5

Observation 07910168-0041-490b-bd90-67bdf4ddaf3b · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:42.549274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.668544Z digest=sha256:d52e8f6a8ccfdd07acc34929b8018e77dde2496195b091103b014ffc9088da95

Observation f9743662-b9f3-476e-8ffe-1aee1033789a · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:42.272342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.767044Z digest=sha256:03e7afe6904fb72d5de1e57e593bc45183899b780c52d4026c01cbc96a124e26

Observation 49adc1ac-0f6e-4c01-b391-a10a64512c66 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:42.045205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:36.948400Z digest=sha256:2fc25bc075b198607cbcd47f1a0827a916f9585e49706aaf3b12abdfacb7f6f6

Observation 1bbde5d1-e267-4692-96d2-5deb450bfd2f · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:41.876668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:37.101051Z digest=sha256:7932ee5c3f0fb3c5ea5b442f4159a8b0d711eb3ff03895c247aef5901f0585e9

Observation b5b9c3d8-a81f-4c1b-9d51-2640dc335b99 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:41.661272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:37.186055Z digest=sha256:49709625abc4880850b8d33133ab2e8685b1255330e2790947c1bc62656a01e4

Observation d1dbc6c9-d382-44b3-8e48-cfc1f61763cc · outbound

This paper cites Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Meta-Learning Acquisition Functions for Transfer Learning in Bayesian Optimization

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:37.309259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:37.309259Z digest=sha256:7bccac586bc1297c176cac2b78bc9c3d7710d26b6525aa18b5a1f89cf9373bbf

Observation 087e2b1e-e96d-419e-a353-1e9b2c4fc620 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:41.462117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:37.427837Z digest=sha256:a94118eaa82a7cfaf288097b92aa2323b92603cd9b4bdd26c17570968d7eb9f1

Observation 520f4df2-1df8-4f6b-a9a3-73ef5b4022ac · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:41.271440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:37.602842Z digest=sha256:3a5d70ffda7022dc95059f3d71213d5ae291db60f4e140c78c3acfeb4225a2b5

Observation 87d494ba-fd7b-4ddb-8437-78cb7fb28605 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:41.082720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:37.720868Z digest=sha256:5649e9e0795938e45ccb0e3c9b40d2dcae02319527dfb369459326ffba24770c

Observation f6d6d1ba-2a26-4447-a5d6-ebfd85ba7d16 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:40.852729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:37.851473Z digest=sha256:d9fbff198a2ca18195b1c2ef5c68fbccfb21d1ee588f2de4b2113ac84d3b28fb

Observation 559ec116-b58e-48ee-8817-671feb9dddc8 · outbound

This paper cites Few-Shot Bayesian Optimization with Deep Kernel Surrogates.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Few-Shot Bayesian Optimization with Deep Kernel Surrogates

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:38.073952Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:38.073952Z digest=sha256:d5a8430c20cf310a662b7668adfb6779afe854d63882fd816b6c40adcb956f65

Observation 58597c38-cfc4-4486-ba6d-7f0f17ab7d4b · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:40.426739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:38.241404Z digest=sha256:f99773f34908a7fb1c1f96f09bb1d0180820069f152e22dbd4cae4a29011b79a

Observation 0c5e2566-1de2-40da-9779-4ef7323e582f · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:40.185199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:38.355051Z digest=sha256:780659e657b930e3fc02f189a50abd0ad17d554bad3d9275a5fb9f5a236d34ac

Observation 0809ec4e-e8f4-4d51-89e2-633abf0a8da6 · outbound

This paper cites Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt

Reference 69

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:39:38.751334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:38.449906Z digest=sha256:ccc3e50bf3a44eaa742522da9b1042bc7de0349608e2db6fad23cf8955eaea16

Observation a6d39390-f873-4338-9a7d-3e3b7d9da2f4 · outbound

This paper cites Cambridge University Press.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Cambridge University Press

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:39:40.648339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:37.979043Z digest=sha256:5f55ddcee74055646f66bba77188fac3fa937733c18c0050391715a979a9075b

Observation debb7656-7b86-4ffa-a474-aa4fe119a6a6 · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:39.699462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:38.597772Z digest=sha256:6fa70024dc3f21319737fa16c3e7bd002eab63af6024d9c42236ac192bcd13d8

Observation d5c2412e-9a5d-4c0c-beea-9dbd57cddd2e · outbound

This paper cites an unresolved cited work.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-06T15:39:39.924685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:38.526431Z digest=sha256:e86bafe5f7af60cb9c23de1ca9858498ec97e64e90e13319fda8465a5b3e8f61

Observation 8f60e71e-4691-4159-8d10-ab2564e6ce07 · outbound

This paper cites ACM Transactions on Graphics (TOG) 32, 4 (2013), 1–10.

Efficient Visual Appearance Optimization by Learning from Prior Preferences ACM Transactions on Graphics (TOG) 32, 4 (2013), 1–10

Reference 2013

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:39:44.113523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:35.883294Z digest=sha256:34cf0491ad1429e43a90b9753b2277b757fff4338a8b67836eaf837ed936e4c7

Observation e08fb9d0-59ee-4184-9917-82dc35c26e33 · outbound

This paper cites In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining.

Efficient Visual Appearance Optimization by Learning from Prior Preferences In Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:39:46.537248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.094662Z digest=sha256:4a40aa0f59155059277f320e6b396b5dfdc068638a458ecdcbdb155e07ae21ad

Observation 20a845d0-6071-4827-ba40-ac4a30a90b3e · outbound

This paper cites Transfer Learning for Bayesian Optimization: A Survey.

Efficient Visual Appearance Optimization by Learning from Prior Preferences Transfer Learning for Bayesian Optimization: A Survey

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-06T15:39:31.212436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:39:31.212436Z digest=sha256:6f18f3169fe8962a089179ae39a64a8dc366cfd3fa048a6ea10994ed02f35e45

Observation b2dc87b4-a8d8-4f62-8f84-62ece7b48ca5 · outbound

This paper cites In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems.

Efficient Visual Appearance Optimization by Learning from Prior Preferences In Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:39:45.418739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T15:39:34.905436Z digest=sha256:bfbf6c7e72023caaf3a9b8c0e0d9a97625f4b314859601f4f1f0a4f837548f89

Pith citing papers

No inbound Pith citation observations are available.