Paper Citation Record · LEDGER

Information-theoretic Bayesian Optimization: Survey and Tutorial

As of 11 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2502.06789.

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

pith.paper-citation-record.v1
2502.06789 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T16:52:04.928682Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:50:51.676690Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:50:54.690103Z

Reference resolution

51 of 51 outbound references displayed

verified exact1
verified fuzzy20
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ffb5452f-8dc8-4282-a700-f540bd16b561 · outbound

This paper cites Agrell and K.

Information-theoretic Bayesian Optimization: Survey and Tutorial Agrell and K

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.650130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1e5bdeca-8ff7-4ae9-a910-0190c00acb29 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.636340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 359bda16-8b9e-49aa-a438-038f4a73f83f · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.621809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 75ec4f22-1db5-4704-a93b-9cb2720bbb02 · outbound

This paper cites Belakaria, A.

Information-theoretic Bayesian Optimization: Survey and Tutorial Belakaria, A

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.607459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0e954e5c-d72b-4426-9200-25db5375f9e8 · outbound

This paper cites Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints.

Information-theoretic Bayesian Optimization: Survey and Tutorial Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T16:52:04.740152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fbfa57b-d95f-461e-938f-cb7f9bd7325a · outbound

This paper cites Belakaria, A.

Information-theoretic Bayesian Optimization: Survey and Tutorial Belakaria, A

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.591972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 69edafb9-203b-495e-9b5b-d3a064056636 · outbound

This paper cites Belakaria, A.

Information-theoretic Bayesian Optimization: Survey and Tutorial Belakaria, A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.577582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4c1627ae-224f-46f2-bf9d-1291e0f79742 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.563733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cee68260-017c-46ae-b43f-2b11d64373b3 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.550845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d9abc1dc-32fb-4568-8c9c-996f9cac8889 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.537942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b2f7250a-4dd6-4e6a-9409-dc055b8ee725 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T16:52:04.763930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee809257-68c6-42dc-8ccd-30fcfee501f2 · outbound

This paper cites Gaussian Probabilities and Expectation Propagation.

Information-theoretic Bayesian Optimization: Survey and Tutorial Gaussian Probabilities and Expectation Propagation

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-10T16:52:05.047915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2f2a02ff-b021-487c-878a-3bb3b9b78c6e · outbound

This paper cites Fernández-Sánchez, E.

Information-theoretic Bayesian Optimization: Survey and Tutorial Fernández-Sánchez, E

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.516236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 87ed8664-f61f-495c-8902-8d36ecb3af96 · outbound

This paper cites Alpha Entropy Search for New Information-based Bayesian Optimization.

Information-theoretic Bayesian Optimization: Survey and Tutorial Alpha Entropy Search for New Information-based Bayesian Optimization

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T16:52:05.027166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0121de3f-f001-4bf9-8246-bd098dcec8d7 · outbound

This paper cites Fröhlich, E.

Information-theoretic Bayesian Optimization: Survey and Tutorial Fröhlich, E

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.503103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 77a12d91-ac54-4b4b-9aff-96ca7d6948be · outbound

This paper cites Fukuoka, Y.

Information-theoretic Bayesian Optimization: Survey and Tutorial Fukuoka, Y

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.489287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 31ed6c7c-7cc1-437f-a89f-18b1079daa1d · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.476202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a0b0c05-b3c3-4502-b0e0-b67c1a02fa01 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.462797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation db16ca2f-751a-44b0-8c91-32a4ad4b84ab · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.449902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 821b9838-127f-44a6-9dbc-89f93d1ae152 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.437001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 53b84af6-5d46-4c25-a3d3-0c0431e1fdf7 · outbound

This paper cites Geman and B.

Information-theoretic Bayesian Optimization: Survey and Tutorial Geman and B

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.424052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 395959a0-9de3-430d-876c-418d60386c10 · outbound

This paper cites Hennig and C.

Information-theoretic Bayesian Optimization: Survey and Tutorial Hennig and C

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.410211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d49a5575-6491-47cf-8fac-95c08d37046b · outbound

This paper cites Hernández-Lobato, J.

Information-theoretic Bayesian Optimization: Survey and Tutorial Hernández-Lobato, J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.396413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7dd21f54-1a9b-42c8-bb8b-6423b23e4e17 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.382992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 686c6324-ad2c-4b51-b618-03c707b0cd38 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.369620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a9ae700-987e-4875-9e40-641f333debee · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.356984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ef29cab7-b160-4b07-b338-32823608c29c · outbound

This paper cites Hvarfner, F.

Information-theoretic Bayesian Optimization: Survey and Tutorial Hvarfner, F

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.344618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c1cffbde-9f0e-49d2-a5b7-fa3010f3b992 · outbound

This paper cites James and S.

Information-theoretic Bayesian Optimization: Survey and Tutorial James and S

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.332087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 144f0e62-3cb4-4cae-8a6f-4de4cc98b84c · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.318859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3e3103e9-b61a-4ee9-bec9-034a095a4ef1 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.305735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 21d319d5-4f7e-4a09-b7f0-dfe50a964762 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.292443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f85de949-0cc1-4837-bf42-680d79805539 · outbound

This paper cites Information theory, inference and learning algorithms.

Information-theoretic Bayesian Optimization: Survey and Tutorial Information theory, inference and learning algorithms

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.278932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f5bb8795-642c-45fc-88e0-60deee2757df · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.265162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5085cbdf-c320-4a81-961c-fbca74332654 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.251342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 959a9b58-87d8-45cf-b96e-c6b345f24f23 · outbound

This paper cites Onbayesianmethodsforseekingtheextremum.

Information-theoretic Bayesian Optimization: Survey and Tutorial Onbayesianmethodsforseekingtheextremum

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.235939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5163827a-3c06-4655-af4e-09a6e27f3510 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.220642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1c984708-8881-419e-b3a0-7785b3e03a5b · outbound

This paper cites Neiswanger, L.

Information-theoretic Bayesian Optimization: Survey and Tutorial Neiswanger, L

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.206807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0a781418-b172-4419-88da-6d82a1f6dd6b · outbound

This paper cites Rectified Max-Value Entropy Search for Bayesian Optimization.

Information-theoretic Bayesian Optimization: Survey and Tutorial Rectified Max-Value Entropy Search for Bayesian Optimization

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T16:52:04.876658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8ebfd05-8f20-4efe-9f8e-d382c9e2217c · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.193173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e79fe9f3-3716-4428-bae3-060f6c6ef0a6 · outbound

This paper cites Constrained Bayesian Optimization with Max-Value Entropy Search.

Information-theoretic Bayesian Optimization: Survey and Tutorial Constrained Bayesian Optimization with Max-Value Entropy Search

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-10T16:52:04.884216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30340f8e-ee56-4f41-889e-96426a1066fb · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.179753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation eacd7582-dd4e-4527-ab2e-a83df1ed62e5 · outbound

This paper cites Shah and Z.

Information-theoretic Bayesian Optimization: Survey and Tutorial Shah and Z

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.166610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0c50c770-9c6d-4bbc-b963-b25cf310ff43 · outbound

This paper cites An Entropy Search Portfolio for Bayesian Optimization.

Information-theoretic Bayesian Optimization: Survey and Tutorial An Entropy Search Portfolio for Bayesian Optimization

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T16:52:04.895397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52b4ebec-fafe-4339-b0c1-82c4c1b457a9 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T16:52:04.899749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40dae78b-d86e-4690-8c36-0086505e0e26 · outbound

This paper cites Snoek, H.

Information-theoretic Bayesian Optimization: Survey and Tutorial Snoek, H

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.145027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e04f0db2-368b-41d1-a665-9a76e4766a27 · outbound

This paper cites Suzuki, S.

Information-theoretic Bayesian Optimization: Survey and Tutorial Suzuki, S

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.131478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 95ed3d77-fd5e-4a4b-a642-0a5d52700f44 · outbound

This paper cites Freeze-Thaw Bayesian Optimization.

Information-theoretic Bayesian Optimization: Survey and Tutorial Freeze-Thaw Bayesian Optimization

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-10T16:52:04.912223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de4dc1f8-8543-4eec-a661-6e903a734940 · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.118276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5b62c6f9-2ba8-4739-a122-d6792e8a3e56 · outbound

This paper cites Villemonteix, E.

Information-theoretic Bayesian Optimization: Survey and Tutorial Villemonteix, E

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.104666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation eb2447bd-ea19-4015-b0d0-f0871887d5f2 · outbound

This paper cites Wang and S.

Information-theoretic Bayesian Optimization: Survey and Tutorial Wang and S

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T16:52:05.090715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 51981114-3ffe-4c2b-a8ed-2d0c46f161be · outbound

This paper cites an unresolved cited work.

Information-theoretic Bayesian Optimization: Survey and Tutorial Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-10T16:52:05.076991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 9facfb9b-a5eb-4385-93a8-58aa5863f36f · inbound

Generative AI for Industrial Contour Detection: A Language-Guided Vision System cites this paper.

Generative AI for Industrial Contour Detection: A Language-Guided Vision System Information-theoretic Bayesian Optimization: Survey and Tutorial

Reference 5

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T13:50:54.762939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.