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Paper Citation Record · LEDGER

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters

As of 18 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 4 inbound Pith citation observations for arXiv:1908.06756.

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

pith.paper-citation-record.v1
1908.06756 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T13:05:31.539783Z

measured 20 of 20 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:27:12.650858Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T22:32:46.316295Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy13
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 594bd093-a962-4f3b-848a-b89824dd12e9 · outbound

This paper cites Bergstra and Y.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Bergstra and Y

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.808746Z

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=arxiv_source observed=2026-08-14T13:05:31.471565Z digest=sha256:c3477d8101fe855a7f12049b15f00efc14ed72e217b9cb0a2eefc044366c8067

Observation 4bf9091c-9813-4acc-b050-598b5f30e4a5 · outbound

This paper cites Bergstra, R.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Bergstra, R

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.795960Z

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=arxiv_source observed=2026-08-14T13:05:31.476567Z digest=sha256:0e6e63aa18aef374fb664fe7e8b10a0c85d4a0434146b14c3c828baa2973f04c

Observation da3838bd-f685-42bf-9c3b-be3d7139f472 · outbound

This paper cites Biedenkapp, J.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Biedenkapp, J

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.781112Z

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=arxiv_source observed=2026-08-14T13:05:31.481643Z digest=sha256:28b5c6d966ea2b50fa549de809a28ad5352b8a10fa86e10ab7dfe49933f2a29b

Observation 5dbf9255-64ed-49f2-b2ca-db2cc8c3f74d · outbound

This paper cites Falkner, A.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Falkner, A

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.767777Z

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=arxiv_source observed=2026-08-14T13:05:31.486598Z digest=sha256:741b6700f332cf97a5bd4f630c5b71be31d66804b3d7bc87e66e56b5e4bde847

Observation 1ccf46f6-d8ff-478f-9ded-6b742a195a89 · outbound

This paper cites Feurer and F.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Feurer and F

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.753819Z

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=arxiv_source observed=2026-08-14T13:05:31.491672Z digest=sha256:8b53c58d0391b0853e0427d7b30bb1d75cba94d939672f3aafc345e7511a62f0

Observation fb46f961-af56-4387-b129-7d53be70f405 · outbound

This paper cites Feurer, A.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Feurer, A

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.739636Z

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=arxiv_source observed=2026-08-14T13:05:31.495961Z digest=sha256:23f7b8ad74695d378b260527dc13fefc8558386c32cb388f8ee5d725b8e13642

Observation 200ea577-5c5e-4e5b-b253-4c2c858d33fd · outbound

This paper cites Hutter, H.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Hutter, H

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.726413Z

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=arxiv_source observed=2026-08-14T13:05:31.500807Z digest=sha256:18857753914f196ad70ae1bd1519db2bc7c68c9bd0dba803880df8d1ba5a8270

Observation 1b3943d6-2dd0-4ef9-a111-46f9b1f5eabe · outbound

This paper cites Hutter, H.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Hutter, H

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.713369Z

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=arxiv_source observed=2026-08-14T13:05:31.505043Z digest=sha256:e5010d3039b64c077ee5ff22617eacecade8a4b2136927588ea290f53c7f0930

Observation ef7baf31-e348-4cee-ae33-dfe5f613fd10 · outbound

This paper cites Jamieson and A.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Jamieson and A

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.697234Z

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=arxiv_source observed=2026-08-14T13:05:31.509332Z digest=sha256:0e1bb9ead2ae73a93b098c5c0e4a1cbaed3feb02d27f91e0aa501a6f80b94915

Observation aaaa9bc7-cd7e-4a7c-8f7b-3c05570a12d8 · outbound

This paper cites Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-14T13:05:31.513543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T13:05:31.513543Z digest=sha256:1a151325c89aecec6885708f61b8a7d5f6201ae21e1fddbdf52d34e88442dd82

Observation ab71e6de-eee3-40ab-b926-509f5ccf32a5 · outbound

This paper cites Klein, S.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Klein, S

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.679229Z

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=arxiv_source observed=2026-08-14T13:05:31.517806Z digest=sha256:bb7b5a48ba879a13bbfa07423d935bc9bcdd1b121da01c1fe249da5c48b5dd2f

Observation e070a9de-a6f7-43a4-9ebd-4a6c4cbbcd73 · outbound

This paper cites an unresolved cited work.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-14T13:05:31.659748Z

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=arxiv_source observed=2026-08-14T13:05:31.522169Z digest=sha256:89463d802a0670e0a5e2a44ddd83143e03f004f151950168c6cdbbe380ebe6b2

Observation e1e18907-6ac7-4e01-92e7-e1f39349e138 · outbound

This paper cites Lindauer, K.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Lindauer, K

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.644261Z

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=arxiv_source observed=2026-08-14T13:05:31.526993Z digest=sha256:8138a35a3ad23b2e771bf0529fa601f47a2e03268cd6b1b06ab3baef83dd3b59

Observation b12a9d27-9c68-4855-beea-4b90c7659760 · outbound

This paper cites Proximal Policy Optimization Algorithms.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Proximal Policy Optimization Algorithms

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-14T13:05:31.531151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-14T13:05:31.531151Z digest=sha256:60ebef200fa3a95c7168d30f66c39d9f7c73da870ced614c26869c75c193dffe

Observation 148fadf2-86f1-403e-93a1-ab4e8f51e8ff · outbound

This paper cites Shahriari, K.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Shahriari, K

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.630016Z

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=arxiv_source observed=2026-08-14T13:05:31.535736Z digest=sha256:91d1eb43c9e9af939392c34e762554efde9b6d1664f029d971151a5c5e3a90c8

Observation 7c36f86c-98ac-414d-a327-a6dcc0cb7208 · outbound

This paper cites Snoek, H.

BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters Snoek, H

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T13:05:31.615052Z

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=arxiv_source observed=2026-08-14T13:05:31.539783Z digest=sha256:43e2415890558a5aede1a616c5a7698414f61e22855eb6cc8f2606fb7ef38c12

Pith citing papers

Observation 90d20665-7579-44c8-b78b-30590eeb0565 · inbound

Rapid Experimentation with Python Considering Optional and Hierarchical Inputs cites this paper.

Rapid Experimentation with Python Considering Optional and Hierarchical Inputs BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-10T21:58:03.239495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T21:58:03.239495Z digest=sha256:7276a7a6bc17f6e96974f61cf9db54362125e9e64ccb8ab85c6820d593797b86

Observation efc73256-4ed5-4b28-a241-fda3a15594a9 · inbound

Enhancing Explainability and Reliable Decision-Making in Particle Swarm Optimization through Communication Topologies cites this paper.

Enhancing Explainability and Reliable Decision-Making in Particle Swarm Optimization through Communication Topologies BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-16T12:27:12.650858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:27:12.650858Z digest=sha256:e2fff89051c4c1047e9ebb94ec7ae10585325abaab2c07ef896609863a3d9b1d

Observation 4fb4c6b4-4288-4cee-9d79-ff5e881215ec · inbound

Efficient and Reuseable Cloud Configuration Search Using Discovery Spaces cites this paper.

Efficient and Reuseable Cloud Configuration Search Using Discovery Spaces BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters

Reference 11

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:32:46.406166Z

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=2026-08-06T22:32:41.942802Z digest=sha256:a5f67f49632780b3e8020b8472ab7bdbe0baeb73e247e47bf98e34ae3d1dc42b

Observation 65db363b-7dd5-4466-a299-46b80afa3475 · inbound

Conditional PED-ANOVA: Hyperparameter Importance in Hierarchical & Dynamic Search Spaces cites this paper.

Conditional PED-ANOVA: Hyperparameter Importance in Hierarchical & Dynamic Search Spaces BOAH: A Tool Suite for Multi-Fidelity Bayesian Optimization & Analysis of Hyperparameters

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T07:20:02.946339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T07:20:02.946339Z digest=sha256:bf844ceaa3bbc92fa4e5c6b7ebcb2f565354d36265532f244a5e0b9c45d8dbda