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Paper Citation Record · LEDGER

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design

As of 20 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 1 inbound Pith citation observation for arXiv:2505.10954.

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

pith.paper-citation-record.v1
2505.10954 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:05:00.329274Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:39:33.032302Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:39:39.298423Z

Reference resolution

63 of 63 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0c0a12ff-f073-4cc2-a82c-7b7bb58a3a03 · outbound

This paper cites Constrained Bayesian optimization: A review.IEEE Access, 13:1581–1593,.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Constrained Bayesian optimization: A review.IEEE Access, 13:1581–1593,

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 00f8db63-b82b-4beb-804e-34a72833f40c · outbound

This paper cites A survey on high-dimensional Gaussian process modeling with application to Bayesian optimization.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design A survey on high-dimensional Gaussian process modeling with application to Bayesian optimization.ACM Trans

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 8c1a5e1d-6000-4f16-923c-76cfaeb3e856 · outbound

This paper cites Palette-based photo recoloring.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Palette-based photo recoloring.ACM Trans

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation fe2ecf49-be07-4982-807c-fda6f6edfeb4 · outbound

This paper cites Preferential Bayesian optimization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Preferential Bayesian optimization

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 7529922e-0d2d-4ae1-935e-74fde048f05e · outbound

This paper cites Vinci: An intelligent graphic design system for generating advertising posters.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Vinci: An intelligent graphic design system for generating advertising posters

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.154360Z digest=sha256:6f3f93f5cd20133b32c71613b29dfa876ef24228fad9c8a2367005f6a07ebdb2

Observation 9d3298e5-5ede-4079-a449-14fee065c483 · outbound

This paper cites CoColor: Interactive exploration of color designs.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design CoColor: Interactive exploration of color designs

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.158499Z digest=sha256:96d809d39d9bdbdf28c85ec39af7717eaf3d01bb220e84e422b58f7deeef8db3

Observation 3d598990-1ba7-4847-bc5b-f8d9e568acce · outbound

This paper cites Predictive entropy search for Bayesian optimization with unknown constraints.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Predictive entropy search for Bayesian optimization with unknown constraints

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation b4c2d615-0d00-4020-aac5-8f2355a6707b · outbound

This paper cites Vanilla Bayesian optimization performs great in high dimensions.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Vanilla Bayesian optimization performs great in high dimensions

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.166315Z digest=sha256:8575b029a507b90c26747adde139825b841ea8bf147e0e4c07575a67ebaa5f3f

Observation a1279c9a-90a8-4db9-ba56-1780c1b11a71 · outbound

This paper cites AdaptiFont: Increasing individuals’ read- ing speed with a generative font model and Bayesian opti- mization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design AdaptiFont: Increasing individuals’ read- ing speed with a generative font model and Bayesian opti- mization

Reference 25

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation ac63a3df-a045-4d53-8cf7-a72d936cf7d1 · outbound

This paper cites De- signing engaging games using Bayesian optimization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design De- signing engaging games using Bayesian optimization

Reference 26

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.177955Z digest=sha256:3b3df684786f0287eaef6fa507bfbb2a56c4b58f2374c7f73f8bf9470ff7624e

Observation 76137bad-c333-411d-b446-b350cd92f0b7 · outbound

This paper cites Constrained graphic layout generation via latent optimization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Constrained graphic layout generation via latent optimization

Reference 27

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 09bf6f1f-6cb9-43b3-8f34-893bcb5d2b20 · outbound

This paper cites BO as Assistant: Using Bayesian optimization for asyn- chronously generating design suggestions.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design BO as Assistant: Using Bayesian optimization for asyn- chronously generating design suggestions

Reference 28

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.186305Z digest=sha256:8f2cce3ff2d5acf7a4f67821ffdcaecbb0ffed2dce9688fae9074e5520e4a6f8

Observation af6dfa10-2c7e-497a-a89b-7499ba5c428a · outbound

This paper cites Sequential line search for efficient visual design optimization by crowds.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Sequential line search for efficient visual design optimization by crowds.ACM Trans

Reference 29

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.190792Z digest=sha256:1ce0099870f59902889510e3d402bb23dc27a6be1a113658350e029aaae01bd9

Observation 9338aa7a-61ff-438f-bc0a-2f4adbc5d437 · outbound

This paper cites Sequential gallery for interactive visual design optimization.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Sequential gallery for interactive visual design optimization.ACM Trans

Reference 30

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.194962Z digest=sha256:06ba3f3270d149668cbe29e1bb0a8a73a831f12f727f783d0ba8332eb58f65f2

Observation 70325d35-32b2-411a-b8a0-f5786f92f89c · outbound

This paper cites Preferential Bayesian optimisation for visual de- sign.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Preferential Bayesian optimisation for visual de- sign

Reference 31

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.199074Z digest=sha256:344248bfba0bfbd8183e9f958227dd60c093b9fbaccecf21e7a2d2a5c26c4682

Observation 1f6c6c19-d026-493d-a09a-64addc5b838d · outbound

This paper cites Lookahead Bayesian optimization with inequality con- straints.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Lookahead Bayesian optimization with inequality con- straints

Reference 32

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation e7b25f38-3c94-4ac6-9401-b9eb91ea9cfd · outbound

This paper cites Constrained Bayesian optimization with noisy experiments.Bayesian Anal., 14(2):495–519,.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Constrained Bayesian optimization with noisy experiments.Bayesian Anal., 14(2):495–519,

Reference 33

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 6893e6f8-ed40-46b8-8b34-2bcc4c2214c3 · outbound

This paper cites Interaction design with multi- objective Bayesian optimization.IEEE Pervasive Comput., 22(1):29–38,.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Interaction design with multi- objective Bayesian optimization.IEEE Pervasive Comput., 22(1):29–38,

Reference 34

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.211163Z digest=sha256:70e72a3e1571484003c8d85af36cb5763ba66730a6b6bd9292944979a8453a4f

Observation 289c7a43-9ffd-45ef-8fa2-da038c338b71 · outbound

This paper cites Preference exploration for efficient Bayesian optimization with multiple outcomes.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Preference exploration for efficient Bayesian optimization with multiple outcomes

Reference 35

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.215168Z digest=sha256:d5b5b5ec72e8d7c0fe858d4ac02a12cf4fd7751cb04c7b490c14ea0dbe6f63dc

Observation 7642b627-e26d-437a-8d56-43564c05382a · outbound

This paper cites Dimensionality reduction techniques for global Bayesian optimisation.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Dimensionality reduction techniques for global Bayesian optimisation

Reference 36

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.219241Z digest=sha256:5a2839fc53eed0696948a3fcd2eddb1afad44eabfb429525d03928f12f52c347

Observation e67e52a0-ec22-48d7-af18-186ba68d5e35 · outbound

This paper cites Structuring, aggregating, and evaluating crowdsourced design critique.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Structuring, aggregating, and evaluating crowdsourced design critique

Reference 37

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation fbc706d2-7f00-44be-8ed4-c99d18936eb4 · outbound

This paper cites Ad click prediction: a view from the trenches.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Ad click prediction: a view from the trenches

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.666115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.227517Z digest=sha256:e2b1fd47866f844625279889b557bde45ce875cc43e0103a1c84d0e37cd86246

Observation 9a147568-4255-431e-a41d-245a139aa4c2 · outbound

This paper cites A benchmark of kriging-based infill criteria for noisy optimization.Struct.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design A benchmark of kriging-based infill criteria for noisy optimization.Struct

Reference 40

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.235414Z digest=sha256:7a35eff0c581dd7483a248e8c031ebecd5897e2e4c4738db1d3f8e483cc8dc3e

Observation 8a3b4e61-f116-42b7-9d08-78261f51d9b0 · outbound

This paper cites Adaptive Computation and Machine Learning series.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Adaptive Computation and Machine Learning series

Reference 41

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

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Observation 001ece59-909d-4629-b935-e313c94ec8c1 · outbound

This paper cites Predicting clicks: estimating the click-through rate for new ads.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Predicting clicks: estimating the click-through rate for new ads

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.619917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.243205Z digest=sha256:76d30d113fb662cfbe1a89d2334784fb8b434bc551556992971bc65252c4b32a

Observation 3f19dcf2-a707-4a38-8322-db715c1ef687 · outbound

This paper cites Taking the human out of the loop: A review of Bayesian optimiza- tion.Proc.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Taking the human out of the loop: A review of Bayesian optimiza- tion.Proc

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.607375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.247209Z digest=sha256:655f8660b06a2e1e71283f57893b87c75da757b41ba3d69d45ee91f6428cfa36

Observation 20e7ef6d-a68c-45e7-a11b-af63621ee013 · outbound

This paper cites De-Stijl: Facilitating graphics design with interactive 2D color palette recommendation.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design De-Stijl: Facilitating graphics design with interactive 2D color palette recommendation

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.594974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.251123Z digest=sha256:2aaf50f0f9f398f80c9c89adc36b0cf492e2158a09e2c5c709ce011112208eba

Observation b5a442d6-b49f-4781-b0b4-badc81b349c9 · outbound

This paper cites Efficient- NetV2: Smaller models and faster training.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Efficient- NetV2: Smaller models and faster training

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.582804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.256755Z digest=sha256:74d5e3c55a89ce4ab9e6f402ff8fbb2cbbffe02dbe09db0acb30caaf85a1c15c

Observation 766d47f5-9aa8-4ec2-900c-b455dedf041f · outbound

This paper cites Efficient palette-based decomposition and recol- oring of images via RGBXY-space geometry.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Efficient palette-based decomposition and recol- oring of images via RGBXY-space geometry.ACM Trans

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.570596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.260592Z digest=sha256:a10825d5bcfb01927a5ae264c7f713756fe6c3476b72ef1768c1f5928318a116

Observation c82611a4-84d4-4c43-a0e8-5f42baecceee · outbound

This paper cites Language-based photo color adjustment for graphic designs.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Language-based photo color adjustment for graphic designs.ACM Trans

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.548036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.268728Z digest=sha256:94437d275afb4a6e5e2b8a87beed4402f8524804a58512da08aac5b90a15bdc3

Observation 20346916-35a6-4fac-9e27-d0e7e662f947 · outbound

This paper cites V oyant: generating structured feedback on visual designs using a crowd of non-experts.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design V oyant: generating structured feedback on visual designs using a crowd of non-experts

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.537200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.272474Z digest=sha256:ede04ffb911757c6f7d799ca4ee9f1435b242766bd23286a70e6d524ee19375d

Observation e14d1425-e6eb-4807-9681-eed58b822120 · outbound

This paper cites Photographic lighting design with Photographer-in-the-Loop Bayesian optimization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Photographic lighting design with Photographer-in-the-Loop Bayesian optimization

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.524555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.276272Z digest=sha256:d2ab4d68dc620a0507b3b550f16587f7f1b2823098837a7a2712e9085934bc83

Observation 0dc81c97-21b7-4af7-9634-3975b24dbf36 · outbound

This paper cites Toward AI-mediated avatar-based telecommunication: Investigating visual impression of switching between user- and AI-controlled avatars in video chat.IEEE Access, 12:113372–113383,.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Toward AI-mediated avatar-based telecommunication: Investigating visual impression of switching between user- and AI-controlled avatars in video chat.IEEE Access, 12:113372–113383,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.513067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.279984Z digest=sha256:695aa7eeced35b56b06660d44fd0c59d9efe38c61848ef652e752ac5f762d86f

Observation d1668218-0bbd-42e9-bb6c-541aa829f978 · outbound

This paper cites Bad news: Clickbait and deceptive ads on news and misinformation websites.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Bad news: Clickbait and deceptive ads on news and misinformation websites

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.500772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.283950Z digest=sha256:63b362683ec84a6973931777fdf568c67482a713bb6ccca08565b1ea1fadc5e2

Observation f4da15ef-6759-4847-b938-3e9b14c69aec · outbound

This paper cites What makes a “bad” ad? user per- ceptions of problematic online advertising.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design What makes a “bad” ad? user per- ceptions of problematic online advertising

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.488722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.288037Z digest=sha256:0b58024d19aa44b0f2e9b29a45541a26050a6f5b350e3977613faffc24c9f05a

Observation 2ab57550-f625-4337-b99d-e5ea5f96d9cc · outbound

This paper cites Selective region-based photo color adjustment for graphic designs.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Selective region-based photo color adjustment for graphic designs.ACM Trans

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.477051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.291672Z digest=sha256:889c746083811dffece0bd41e09d4f148382d9550bcb79ffa3f575043e5f4a74

Observation 3da73da8-96fd-47e1-baf8-c18b29c7af6e · outbound

This paper cites Content-aware generative modeling of graphic design layouts.ACM Trans.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Content-aware generative modeling of graphic design layouts.ACM Trans

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.465409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.295374Z digest=sha256:b0f8491f4f7f0cacbcb50302a22b0ca8d26b7e393ea531a43b7efa2c8459db33

Observation bccafab3-8846-4df1-9579-62979246f2f6 · outbound

This paper cites Deep interest network for click- through rate prediction.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Deep interest network for click- through rate prediction

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.453230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.300245Z digest=sha256:9e09b4b8e56da346a7e46a05cdcc32f615f33cfb970425a0262df803d82b7e39

Observation 10f929ae-033d-490e-990e-f77ccb68b156 · outbound

This paper cites More specifically, PairwiseGP and SingleTaskGP were used for objective and constraint func- tions, respectively.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design More specifically, PairwiseGP and SingleTaskGP were used for objective and constraint func- tions, respectively

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.440931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.304167Z digest=sha256:6e6dd6f92f252f5427a80445268d16b58da1d5ad420198cc2a132a725350ac6f

Observation 86758260-1c2c-4461-8493-db3e8364ef04 · outbound

This paper cites The optimal function value is 1.88875, and the smallest function value is −2.0.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design The optimal function value is 1.88875, and the smallest function value is −2.0

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.415205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.312438Z digest=sha256:e13b0c477e7aefb1d048755520888750be0387d4792347c4d86115165d895b3e

Observation 6bdf77ab-d0f3-4ee9-9362-716cd7b516e5 · outbound

This paper cites ≤” (not “≥.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design ≤” (not “≥

Reference 60

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T21:05:00.403311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.317258Z digest=sha256:6d82ff8af1d747622dd5b3955aa527dbff017fac03a84308191e8f33b80ba16e

Observation fd79d66f-2570-4e2e-95cd-23ee1d726703 · outbound

This paper cites an unresolved cited work.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:00.377907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.325463Z digest=sha256:c079e699ad21bbb46f2af163f9a59c5978e438bf9bbdc647cecd7fd447ee5fae

Observation 67a52c8b-9e38-45f4-a920-d89068b4209c · outbound

This paper cites an unresolved cited work.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-15T21:05:00.364488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.329274Z digest=sha256:ad6639615f2cd352ae89f57ce3f3663cf865bbe22ce9655550488f50b4aebd94

Observation 13402bc8-1c1d-4a3e-b814-26932c776f0b · outbound

This paper cites Each method displays two ad images per iteration, stacked vertically as the compared pair.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Each method displays two ad images per iteration, stacked vertically as the compared pair

Reference 255

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.391518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.321894Z digest=sha256:88b9ed16302797aa2ddc6dbece3042e7ff87a8a4d6447881cfe2bb086bae59d1

Observation 28cb805c-7b42-4bc1-a806-c503be358801 · outbound

This paper cites The first test function is the 2D test function that comes from Gardneret al.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design The first test function is the 2D test function that comes from Gardneret al

Reference 512

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.428676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.308256Z digest=sha256:854dfd4b1c06905962bd68281de659502e8cfa8dc383f2a36e7acca62b347e60

Observation a925416d-85ea-4ca5-9913-e61b8dd7c425 · outbound

This paper cites Investigating positive and negative qualities of Human-in-the-Loop optimization for designing interaction techniques.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Investigating positive and negative qualities of Human-in-the-Loop optimization for designing interaction techniques

Reference 1995

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.978035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.119746Z digest=sha256:bf11107822c18199e987d2444c32ee6c0fb01dd6fb31662e53117c88426b4718

Observation a65a2d8b-1090-4a3a-ab10-6de569eedf39 · outbound

This paper cites Bayesian optimization with inequality constraints.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Bayesian optimization with inequality constraints

Reference 2001

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.910716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.143162Z digest=sha256:9f98e4acd3dd3f89a39ea33da3f136828c5577fa669b2ab9a6d2c6a3b7fe1e1d

Observation a52c4845-2670-4120-8298-58de544f1ac0 · outbound

This paper cites Crowdsourcing interface feature de- sign with Bayesian optimization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Crowdsourcing interface feature de- sign with Bayesian optimization

Reference 2005

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.934384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.134796Z digest=sha256:ee7799df691827769fbed9c1a2c451a0e715620b056df0f675c8d565aab1463d

Observation 63da643e-fed2-4fba-81a4-2014b1462b74 · outbound

This paper cites A Bayesian interactive optimization approach to procedural animation design.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design A Bayesian interactive optimization approach to procedural animation design

Reference 2007

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:01.014943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.107781Z digest=sha256:c8c40a2d949ea75c3d2d6b553ce106f1d85f579c044ccdcc0f8cd1ef7a1615e0

Observation 6dee11cd-d50f-47e4-8ad1-8a0b5f8f7d37 · outbound

This paper cites Learning visual importance for graphic designs and data visualizations.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Learning visual importance for graphic designs and data visualizations

Reference 2010

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:01.003024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.111762Z digest=sha256:ec63dc2cc4428707e6c18a5fb348f0f2581ed50f0568744bfef7b09fc9302edd

Observation fbdaa453-ec7e-4389-8f80-5e5c14f97007 · outbound

This paper cites Top-k ranking Bayesian optimization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Top-k ranking Bayesian optimization

Reference 2013

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.654385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.231408Z digest=sha256:e909aec2ef4d6bba836114dd9efe5ebad6afd1159c482dd448af0380452f6fbd

Observation 28ff7410-4017-4867-a007-3a6f706e791b · outbound

This paper cites Dealing with categorical and integer-valued variables in Bayesian optimization with Gaussian processes.Neurocomputing, 380:20–35,.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Dealing with categorical and integer-valued variables in Bayesian optimization with Gaussian processes.Neurocomputing, 380:20–35,

Reference 2014

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.899028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.146881Z digest=sha256:de5f70ae2bda1790f0ebcb67df01c67b71c508bce5f63875f823e37c302f13fc

Observation 5e53d3e7-21de-4ff3-b1d4-d99fe3d36aa5 · outbound

This paper cites Deep CTR prediction in display advertising.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Deep CTR prediction in display advertising

Reference 2015

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.955513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.127483Z digest=sha256:3d59d0c0b0174a52fe4de4ca0cdeefa337c0006f78e88befcfbb66c6aeb1df41

Observation 7b344c40-4457-48bb-a195-285c5fe7e0d2 · outbound

This paper cites Preference learning with Gaussian processes.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Preference learning with Gaussian processes

Reference 2016

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.945304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.131267Z digest=sha256:18508f46487e1ca038e6646db3f7131032d80ddf72bc2f7434b8a1b3ecdc9bd1

Observation e80c660e-bd7e-418b-be0f-d37ae71982c8 · outbound

This paper cites A limited memory algorithm for bound constrained optimization.SIAM J.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design A limited memory algorithm for bound constrained optimization.SIAM J

Reference 2017

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.990454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.115829Z digest=sha256:2a1dd492ea38e09e537a095fdd7cc1db9e840dfb7469733788111fc0d9cc1a7e

Observation 9dd9f4c1-f92a-45c7-b1dc-60e4443990d6 · outbound

This paper cites Bayesian optimiza- tion in a billion dimensions via random embeddings.J.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Bayesian optimiza- tion in a billion dimensions via random embeddings.J

Reference 2018

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.558819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.264667Z digest=sha256:bb709801d22e4ceeeb98031c0358bd355223d151933fb9d5e3eeec0093bf8006

Observation 774183d6-9d0a-4a93-b066-211cca2413d1 · outbound

This paper cites Greedy function ap- proximation: A gradient boosting machine.Ann.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Greedy function ap- proximation: A gradient boosting machine.Ann

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.922532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.139178Z digest=sha256:970edc86902599ca2b66d80ef468daeb0c60ad606adb3716a5affcd024205699

Observation 762a1c83-7d2a-4cac-a6ac-09d64d79fd0c · outbound

This paper cites Color field: Developing professional vision by visualizing the effects of color filters.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Color field: Developing professional vision by visualizing the effects of color filters

Reference 2020

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:01.051857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.094798Z digest=sha256:8d098a10756a080312995c319460212d005648d4ca89d971a032e61dc960e2a7

Observation 1b89d9f1-b000-49d1-8b4a-42f810014e85 · outbound

This paper cites qEUBO: A decision- theoretic acquisition function for preferential Bayesian op- timization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design qEUBO: A decision- theoretic acquisition function for preferential Bayesian op- timization

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:01.076385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.085357Z digest=sha256:62f145c10c2423e913bd53901778f7114865659c532248e71cc9bfc937dc46ca

Observation e15ec56f-a162-4ccf-a3db-ec0d39d430d2 · outbound

This paper cites Active preference learning with discrete choice data.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Active preference learning with discrete choice data

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:01.027591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.103573Z digest=sha256:2cfd9f31a60f0ed9f53192ecf8fd3c0866d5c1c37bbf026823de857a4b1fa9b6

Observation e97e6cf2-c9cf-48f9-9def-6b63121cafa4 · outbound

This paper cites BoTorch: A framework for efficient monte-carlo Bayesian optimization.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design BoTorch: A framework for efficient monte-carlo Bayesian optimization

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:01.064012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.090040Z digest=sha256:5cdadba4e63d1520026618e5b46bd5ec0729b7911b9e05e4dc49c61a2254f88f

Observation fe6a7a78-9184-4a56-8b50-8a9ac5367af1 · outbound

This paper cites LayoutDM: Discrete diffusion model for controllable layout generation.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design LayoutDM: Discrete diffusion model for controllable layout generation

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:00.828474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.170230Z digest=sha256:12ed919af630c4cb06344cba64f57e4194fd75a9d59df80edba6ef7bfecc3c7f

Observation da81bfac-b607-4a89-bb18-c7589e3285a8 · outbound

This paper cites Variational transformer networks for layout generation.

Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Variational transformer networks for layout generation

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:05:01.089837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-15T21:05:00.081047Z digest=sha256:2489aa96f3ee556a7ee69be88edfdd1fb865193644c9da020cab3116b22f0c6f

Pith citing papers

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

Efficient Visual Appearance Optimization by Learning from Prior Preferences cites this paper.

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-06T15:39:33.032302Z digest=sha256:8d45c6a8973846da72692eb33bc720531e0d4bbfa52bc91d5c662666ed855281