Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:05:00.329274Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T21:05:00.329274Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T15:39:33.032302Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T15:39:39.298423Z
63 of 63 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0c0a12ff-f073-4cc2-a82c-7b7bb58a3a03 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Constrained Bayesian optimization: A review.IEEE Access, 13:1581–1593,
Reference 1
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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
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Observation 8c1a5e1d-6000-4f16-923c-76cfaeb3e856 · outbound
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Reference 12
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Reference 19
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Observation 7529922e-0d2d-4ae1-935e-74fde048f05e · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Vinci: An intelligent graphic design system for generating advertising posters
Reference 20
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Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design CoColor: Interactive exploration of color designs
Reference 21
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Reference 22
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Observation b4c2d615-0d00-4020-aac5-8f2355a6707b · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Vanilla Bayesian optimization performs great in high dimensions
Reference 23
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Observation a1279c9a-90a8-4db9-ba56-1780c1b11a71 · outbound
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Reference 25
Source-reported events for the cited work
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Observation ac63a3df-a045-4d53-8cf7-a72d936cf7d1 · outbound
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Reference 26
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Observation 76137bad-c333-411d-b446-b350cd92f0b7 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Constrained graphic layout generation via latent optimization
Reference 27
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Observation 09bf6f1f-6cb9-43b3-8f34-893bcb5d2b20 · outbound
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Reference 28
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Observation af6dfa10-2c7e-497a-a89b-7499ba5c428a · outbound
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
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Observation 9338aa7a-61ff-438f-bc0a-2f4adbc5d437 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Sequential gallery for interactive visual design optimization.ACM Trans
Reference 30
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Observation 70325d35-32b2-411a-b8a0-f5786f92f89c · outbound
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Reference 31
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Observation 1f6c6c19-d026-493d-a09a-64addc5b838d · outbound
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Reference 32
Source-reported events for the cited work
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Observation e7b25f38-3c94-4ac6-9401-b9eb91ea9cfd · outbound
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
Source-reported events for the cited work
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Observation 6893e6f8-ed40-46b8-8b34-2bcc4c2214c3 · outbound
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Reference 34
Source-reported events for the cited work
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Observation 289c7a43-9ffd-45ef-8fa2-da038c338b71 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Preference exploration for efficient Bayesian optimization with multiple outcomes
Reference 35
Source-reported events for the cited work
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Observation 7642b627-e26d-437a-8d56-43564c05382a · outbound
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Reference 36
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Observation e67e52a0-ec22-48d7-af18-186ba68d5e35 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Structuring, aggregating, and evaluating crowdsourced design critique
Reference 37
Source-reported events for the cited work
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Observation fbc706d2-7f00-44be-8ed4-c99d18936eb4 · outbound
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Reference 38
Source-reported events for the cited work
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Observation 9a147568-4255-431e-a41d-245a139aa4c2 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design A benchmark of kriging-based infill criteria for noisy optimization.Struct
Reference 40
Source-reported events for the cited work
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Observation 8a3b4e61-f116-42b7-9d08-78261f51d9b0 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Adaptive Computation and Machine Learning series
Reference 41
Source-reported events for the cited work
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Observation 001ece59-909d-4629-b935-e313c94ec8c1 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Predicting clicks: estimating the click-through rate for new ads
Reference 42
Source-reported events for the cited work
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Observation 3f19dcf2-a707-4a38-8322-db715c1ef687 · outbound
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
Source-reported events for the cited work
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Observation 20e7ef6d-a68c-45e7-a11b-af63621ee013 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design De-Stijl: Facilitating graphics design with interactive 2D color palette recommendation
Reference 44
Source-reported events for the cited work
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Observation b5a442d6-b49f-4781-b0b4-badc81b349c9 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Efficient- NetV2: Smaller models and faster training
Reference 45
Source-reported events for the cited work
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Observation 766d47f5-9aa8-4ec2-900c-b455dedf041f · outbound
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
Source-reported events for the cited work
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Observation c82611a4-84d4-4c43-a0e8-5f42baecceee · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Language-based photo color adjustment for graphic designs.ACM Trans
Reference 48
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.
Observation 20346916-35a6-4fac-9e27-d0e7e662f947 · outbound
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
Source-reported events for the cited work
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Observation e14d1425-e6eb-4807-9681-eed58b822120 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Photographic lighting design with Photographer-in-the-Loop Bayesian optimization
Reference 50
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.
Observation 0dc81c97-21b7-4af7-9634-3975b24dbf36 · outbound
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
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.
Observation d1668218-0bbd-42e9-bb6c-541aa829f978 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Bad news: Clickbait and deceptive ads on news and misinformation websites
Reference 52
Source-reported events for the cited work
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Observation f4da15ef-6759-4847-b938-3e9b14c69aec · outbound
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
Source-reported events for the cited work
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Observation 2ab57550-f625-4337-b99d-e5ea5f96d9cc · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Selective region-based photo color adjustment for graphic designs.ACM Trans
Reference 54
Source-reported events for the cited work
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Observation 3da73da8-96fd-47e1-baf8-c18b29c7af6e · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Content-aware generative modeling of graphic design layouts.ACM Trans
Reference 55
Source-reported events for the cited work
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Observation bccafab3-8846-4df1-9579-62979246f2f6 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Deep interest network for click- through rate prediction
Reference 56
Source-reported events for the cited work
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Observation 10f929ae-033d-490e-990e-f77ccb68b156 · outbound
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
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.
Observation 86758260-1c2c-4461-8493-db3e8364ef04 · outbound
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
Source-reported events for the cited work
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Observation 6bdf77ab-d0f3-4ee9-9362-716cd7b516e5 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design ≤” (not “≥
Reference 60
Source-reported events for the cited work
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Observation fd79d66f-2570-4e2e-95cd-23ee1d726703 · outbound
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Reference 62
Source-reported events for the cited work
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Observation 67a52c8b-9e38-45f4-a920-d89068b4209c · outbound
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Reference 63
Source-reported events for the cited work
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Observation 13402bc8-1c1d-4a3e-b814-26932c776f0b · outbound
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
Source-reported events for the cited work
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Observation 28cb805c-7b42-4bc1-a806-c503be358801 · outbound
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
Source-reported events for the cited work
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Observation a925416d-85ea-4ca5-9913-e61b8dd7c425 · outbound
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
Source-reported events for the cited work
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Observation a65a2d8b-1090-4a3a-ab10-6de569eedf39 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Bayesian optimization with inequality constraints
Reference 2001
Source-reported events for the cited work
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Observation a52c4845-2670-4120-8298-58de544f1ac0 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Crowdsourcing interface feature de- sign with Bayesian optimization
Reference 2005
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.
Observation 63da643e-fed2-4fba-81a4-2014b1462b74 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design A Bayesian interactive optimization approach to procedural animation design
Reference 2007
Source-reported events for the cited work
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Observation 6dee11cd-d50f-47e4-8ad1-8a0b5f8f7d37 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Learning visual importance for graphic designs and data visualizations
Reference 2010
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.
Observation fbdaa453-ec7e-4389-8f80-5e5c14f97007 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Top-k ranking Bayesian optimization
Reference 2013
Source-reported events for the cited work
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Observation 28ff7410-4017-4867-a007-3a6f706e791b · outbound
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
Source-reported events for the cited work
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Observation 5e53d3e7-21de-4ff3-b1d4-d99fe3d36aa5 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Deep CTR prediction in display advertising
Reference 2015
Source-reported events for the cited work
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Observation 7b344c40-4457-48bb-a195-285c5fe7e0d2 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Preference learning with Gaussian processes
Reference 2016
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Observation e80c660e-bd7e-418b-be0f-d37ae71982c8 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design A limited memory algorithm for bound constrained optimization.SIAM J
Reference 2017
Source-reported events for the cited work
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Observation 9dd9f4c1-f92a-45c7-b1dc-60e4443990d6 · outbound
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Reference 2018
Source-reported events for the cited work
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Observation 774183d6-9d0a-4a93-b066-211cca2413d1 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Greedy function ap- proximation: A gradient boosting machine.Ann
Reference 2019
Source-reported events for the cited work
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Observation 762a1c83-7d2a-4cac-a6ac-09d64d79fd0c · outbound
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
Source-reported events for the cited work
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Observation 1b89d9f1-b000-49d1-8b4a-42f810014e85 · outbound
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Reference 2021
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.
Observation e15ec56f-a162-4ccf-a3db-ec0d39d430d2 · outbound
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Reference 2022
Source-reported events for the cited work
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Observation e97e6cf2-c9cf-48f9-9def-6b63121cafa4 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design BoTorch: A framework for efficient monte-carlo Bayesian optimization
Reference 2023
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.
Observation fe6a7a78-9184-4a56-8b50-8a9ac5367af1 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design LayoutDM: Discrete diffusion model for controllable layout generation
Reference 2024
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.
Observation da81bfac-b607-4a89-bb18-c7589e3285a8 · outbound
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design Variational transformer networks for layout generation
Reference 2025
Source-reported events for the cited work
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Observation fc8ff58c-b973-4d6e-bbb8-e387214b4b4d · inbound
Efficient Visual Appearance Optimization by Learning from Prior Preferences Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design
Reference 22
Source-reported events for the cited work
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