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Paper Citation Record · LEDGER

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

As of 16 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 3 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 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:58:03.239495Z

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.471565Z digest=sha256:27a9615b8b5dcd9359275c8d9312d43915c6c0f35b94e660317cd444dd77a5a1

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.476567Z digest=sha256:d0a786fcf96be44c6f208fb3bc9947b02eb1e84e9bcca68ecbf6c9c5514cf350

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.481643Z digest=sha256:e5f99597b4712c795302f05a9d27a14adc4f4490f02f433166fca3eea9a1b80f

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.486598Z digest=sha256:30339bdc05a23093ff6e83fc8693e7e4c8b0ebca50ab73adf2cf559b57564045

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.491672Z digest=sha256:053879f151d60b2abfe5e029ec3c602c3bc95102b58ae672bb40a78e6d301563

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.495961Z digest=sha256:391282d3ab3b92c2745496264aff27eab08ca5d970eb1b8d32b64729e8850724

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.500807Z digest=sha256:0eb574460e906c1c3d7d95f863dd6ec3b407ffa24c3ec88db5130b6e93a12fa5

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.505043Z digest=sha256:825f7645b5252be6ebe941fa1ef91de61414c44233f42082f24a9110bb5222ac

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.509332Z digest=sha256:bc453bcbbc618a130522313bda953098d0dddbbed59f9b82001dcf2229128bf5

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:fc012913e0c26aa409c8f2bb207d4979de96475115fe6f8ea95821778542a363

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.517806Z digest=sha256:35dec262f22aec4d7fe0ab4c108066b2f451bbfa16bb5fa086cb254131faab77

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.522169Z digest=sha256:2d7b6061880283f393d5d18294b44ab3ab82d094fc50296cab2bc542e7d57312

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.526993Z digest=sha256:c50fbdb155b025a8747a5974a238b972667a6cd4c9c6c651a76add873b637b07

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:cc7f59ff69f7f2d3d19300352a0fddc3dbd473879da6f1b2e43adda5c46e61ae

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.535736Z digest=sha256:487b6ee833545262d567df9193c8ae4fc78dadd4292f879c6951b6f20916cb37

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.539783Z digest=sha256:d8de89e8496ced2089b973258984423d7f084c46e61bd4263f5c8183f81fd45e

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=sha256:3eaf537ae8914055812a6dac6b26eb6c891b2001dd60084a8929e6f389e804b5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-06T22:32:41.942802Z digest=sha256:7677d620af8e63e42f8cf18d3a4f39371ff663f4e4e5f1b7914c156aabf763bf

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=sha256:45359027c1cec9ff2abbf3ff3418c17e12c8d44271304e637d9815d8de3e8f5b