Pith. sign in

Paper Citation Record · LEDGER

Efficient Visual Appearance Optimization by Learning from Prior Preferences

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:30.979401Z digest=sha256:52cdf7541ab27fe71391cedb3b72b28671627c621e2a890771cee8fc62b5fb92

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:31.105173Z digest=sha256:75e1b269535fd3ddba3ebd42d33e7a6bf51291c45ce9c2ab5895a1cd8f3ceec2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:31.349166Z digest=sha256:76acf67e5f05caf1995201b3fc2122b1b6d1ef69cdf9206abcb2376f6e0d75e1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:31.466501Z digest=sha256:284c04a5e4e6f2ad450b387ccc6cac09413ffbb2302eb87e287dfc1de69308ba

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:31.541187Z digest=sha256:e5147aee3152f4df8f405a2eb4ec82e639ac0cb32ad7ce2c71b0083ab5ff5ac9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:31.669912Z digest=sha256:f551407392b58b98414347173b8ee1b5270e058fd86a254297475405d5f66de9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:31.801886Z digest=sha256:9d5f8ad4b01e4724a913e02ddd20faebcfdbd6350e77dcf12a74566d330863a3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:31.903782Z digest=sha256:0f5245987a75e1fdb6e6d0ff0f23cfaaaf80dfb2f90292b0b033f92ef64df893

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=sha256:8b61202355baf92938207c6556e5c69a1e0ad21cac12aa7e1441c7d9be5248ac

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=sha256:80d1ae8e9581aab4443662ea09b6600bddbc9388a3b72ce99d0cb8fbcb703eda

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.137345Z digest=sha256:4677c4c4273cce2e41773811baafac99789f3e392c76bbc724034cef3063f8e6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.265783Z digest=sha256:003b4e96d13dedea449cb061bbf7956a1d8728f53fe80bf4001dae2cb25f99cc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.342493Z digest=sha256:2ad7832b7c13dadcaea5b4f56dccb3ccad8b4db6f308d960992e0dd180ebcdba

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.383411Z digest=sha256:48a67fe773694a0442cab4f690c100fea500f0452f0cb260f56e8603d56d33d7

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=sha256:29b6c544e81507626fb2d4749b67aae6a721e49b9c3b9de6b0e9f402f496486a

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=sha256:2c024f24f0b2f04068e7040a3c9cb0f49a9da9bc67279fa6b1842f59cc632ae8

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=sha256:814f50dff27aab28e6253ea9d514cf25d93ba525555c2becdbd9249b5084530c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.674936Z digest=sha256:247ccc485e23a9a84a4fdc458f8ad1a8fdbbf84ae4fa74298a2d563ceb862ab4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.803467Z digest=sha256:a6fe696e146a5c4b0c50a69875bae5907b5326481dde57ff3e213e3575f4963a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.909619Z digest=sha256:0e43ae507de62cde2a49f81b05cbe99994d0bab056ec6fac4158d59803fe866e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:32.967273Z digest=sha256:37276ef337020aae971011fbf4aa198fd28278bf546388585b46e64b1dc6cdd1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.032302Z digest=sha256:b4048d6125415f0648f69203866c7a90630f33594473d98972bdc3a1ea31aa44

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.094600Z digest=sha256:433c33f9bdf7bd112560d97a3dc6e752cd5b006cf51e86bd34e75e500a5639c2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.141819Z digest=sha256:0f6b36bd01326d88b328ea53f75d38690d7676c935b9ac16f03d73fa9c231940

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:f143a43109dda7710c4f2ce59f09feb0a2610003f1bef775dbec136bd6b6f459

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.363546Z digest=sha256:d66837429cdd6fc97decd59bcae788b9f2b5c597480689f700511c19ea2dc540

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.434835Z digest=sha256:2a0982351943cb01699904e7e2950b74beb5218212511324e6fa833322a68461

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.549189Z digest=sha256:d5dbe54684a392490f7265359b2cfd203a21eb7cea66309ccc58f3e225d06153

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.639361Z digest=sha256:ba6903b6521f57af168fb0fadfec438e8f73c6fedfa6dfd86e2e55519a9edb03

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.777157Z digest=sha256:0ee31f074aa3842d20c716c6cdd443579562f87a0386baae930023f895ac8dc3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.877273Z digest=sha256:db2cd7e3f959e09ab8351e922f85c89d870f098ea468de8951b073d41d46738f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:33.957193Z digest=sha256:4847298f486ba13cdc98d1b29cf92f52aa6573d71102b5f383e589cd842440c9

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.016058Z digest=sha256:73a7f7a4bb66b06a73554ae7bb0ba09790d82fa36ec7641d64913c4040634d42

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.182451Z digest=sha256:9a006ea81064238b56eb812b4019dd1c46dee6963e019ba08d2ae624c71539b8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.297443Z digest=sha256:96c6667fccd11b8e5216e92e6a2d25faeec6a2eabb8bddc270042ce7e7658c1d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.416272Z digest=sha256:b84cb40577e1b9b8a7a411790e622f01977d6b85ae9478faed68cce6e84c78b0

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.501468Z digest=sha256:24a76f953e02b552d4e7de7db45299d1dd7d0913259b7a41379d44375ce73fbd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.617284Z digest=sha256:97ea289b1190ef41fae5f49d035549bc72e82b8e3f2fa718324c5a49b3383ac6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.700527Z digest=sha256:3361b42ab84943ebc44ed34900f7248cfb51ec56a82508ed943fecb6b23e5469

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.772726Z digest=sha256:635c63ad584b02426bc3711d258d44a11d76f4a749deec1bd0f2532d2c19234a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.025679Z digest=sha256:25f2bdb2f398c69589e484a91a978906d925553750d4e2fe3bbee7ba553960c1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.122510Z digest=sha256:bf84ed0854b08e48cce93b9b1b9947edfd3b34c40d8133bea4a29db69fac57f3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.197051Z digest=sha256:9a97f0718287cc8d4d6f98da1e64a9bbb593ce75703a4c49638e5dfa6be6105c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.281821Z digest=sha256:c03f11824acafbb59e1e80732f941d539008c9bfb95b88181d159a53ed04f6ac

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.357815Z digest=sha256:ce04f6a44f32ffa2b8b4bcb44a4fa01a904ed4b9d2caa8cfda2344b6b32d3fe8

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=sha256:44263e4d550c45e8d54350673ec1e8c4d8dc222460d5920f8ff48174d47197b1

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=sha256:8c69f29430c123d5f2d71d0765d2f9668ed4a5c0c3b41cbe9221503191745abc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.714164Z digest=sha256:57bbdfbf6a2ccd0796aeb119280e7f28a94d508d6e1a90f5e36b065f08c53896

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.799775Z digest=sha256:2123a7afe2ae444a01eb6a94751d0f75262109c37c9e347408d829371476517e

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:b60d3f354a6021dc9bbb6703377aa1e5d449b4cb1e650433433caa54bc6a962f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.134963Z digest=sha256:9143a0d9f9c4d6047d24989ec240132e29a3b98846d6f1417d691f17cb823141

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.254178Z digest=sha256:474e72a29275a984e411f2a4afd5b12d068498ca79f53e28ad7430a7eed2a26f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.375752Z digest=sha256:2e9b6e2cb9bda48aca473eecb8d3fbcbbc31910a61ea2f88fcbedccfb9ab3125

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.467210Z digest=sha256:94323cd5a0e9f3ed8af6f611c63d2502d7a4da4d25f5f1d1962c32a29ff45a92

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.549556Z digest=sha256:6e7a33e5f839c7a48c2447999529176d832601871230b5b3921b18d02beca4f8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.668544Z digest=sha256:a6e9bfc3d1a37b7ab9a5305b36464e198af38184f9159e52a75cf20aabe603f6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.767044Z digest=sha256:eec331a8849e81b7c9bdd5ac5d2300078eb74a4b7b7a244588b3fe16e14ebc06

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:36.948400Z digest=sha256:5260518fe140fd15cf8895a4f61474c10fc0cbf3cd139f0078686a752d70c156

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:37.101051Z digest=sha256:54930e848d8dd83069c71ab7a935c272f93523fab607413730f7213bff846c39

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:37.186055Z digest=sha256:5cc37dcf5b62591479b7f0ceea98c4af7c11a05de1f66ebef4c1a142c888a33c

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:cf123f18f57e85ea15d5476c7010a95fc6bfcd8e7bac0dc1e8b0b8326825b684

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:37.427837Z digest=sha256:0f5470265a5a4f15596e80f8c7bff97aa5b58ca6124198fc1205ab2cd242b650

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:37.602842Z digest=sha256:a287f04bae7ffef18d7244754ea8db9e7553d9006403f6e8b5a340e722aad14b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:37.720868Z digest=sha256:63b77b1c161071b155840ca7e528be5ed6b70e54df5d0132d18b343fb6572b7c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:37.851473Z digest=sha256:d4b3f81f2b12410fc5d171f48bd2eb561fba542dd66b8f5846cd053d68b8f89e

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=sha256:7486b6897ad8ce2c603586bc34ddbf195a5ccbaadb7fd644938dbda2c4d022ea

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:38.241404Z digest=sha256:0c5da9fe7debc499d4832aad1921c2a1e77b7fe87a88ab2e2b144ee6feb3437e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:38.355051Z digest=sha256:d2eaa2a053bd8c1edeab5462cfe8f4f88b0b56d77ca476f8e0514aefd9695206

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:38.449906Z digest=sha256:ea7986bb3d97d9eb6f83a987d564e23c5c7ef6751da6debffd3b483630b5d655

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:37.979043Z digest=sha256:871e27bdf9d139b6d76af47055a268e16503c747f18271b8e39bd0a72e1ebbae

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:38.597772Z digest=sha256:2e954ff697ba4d733fd616f53c1e160849b7eb712e30b72dc20db418dc78ea69

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:38.526431Z digest=sha256:e522b1f764fde05b8fce4a0e3658b15b9bfa563e5041edca7c98084f188df6bb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:35.883294Z digest=sha256:b788cc63c7778ed276c1f688c6d5943d25246a741271266d05c4167873e67e71

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.094662Z digest=sha256:5f8340c4f4b923be7bd9ef997b718c2a00744c82fc6f5ec250b28b834578ea8f

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=sha256:31d9acccc6a8ed44d9395e1690f0530f77794b0b3c3c3c01a8017e29458c824d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T15:39:34.905436Z digest=sha256:438085b0fe3500d1297365abcb25d39586537d6774a506e267b0e198a2ab2d37

Pith citing papers

No inbound Pith citation observations are available.