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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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.471565Z digest=sha256:cfa16cdedbdac51b390eba37f8e8dbf29f78e11cfef30c1326581994c8a385cb

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.476567Z digest=sha256:c62448a0cd8a39f426751d79795eff20ef42975bf9a732376d5288095a2478eb

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.481643Z digest=sha256:e9c3c87e5f04156ed016138a641703f8b3af3389c20d112bcf2064d496a1d9fd

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.486598Z digest=sha256:d2ae51685330e593211a5e18ec4a9dfde2564b41e877d0546274af8e4c09ff48

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.491672Z digest=sha256:48bc5bc55ed8a52c381fb6f3b7f531e92322be73b3d2bcf1dcf7d9f93e532cf0

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.495961Z digest=sha256:cdb3128ed2b3f41ab9f6b4e5b458f4e4caf4cae1ff04ccd7842930764046993d

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.500807Z digest=sha256:1e2738094a27e1378ea898beb9b1b087b9d6fa17e2e6e7e8ce411b41b92a103f

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.505043Z digest=sha256:f74f017c74553f7382676fe8e98b8b1c73459b8690cdeecd4970645a985c255d

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.509332Z digest=sha256:3fa7fbeb09b63a68476d44381b9fd8d4bcd5aaebb93b41e26aeaa0a1aa843d55

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.517806Z digest=sha256:79ec0e84e586d29d1086dce216f54be1e1228403c0f713570dec075de7343ab6

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.522169Z digest=sha256:4a5af62787d6b7d86d1d5a14e1ac5112f548475b75767ffd24840a199ad09d2d

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.526993Z digest=sha256:e6186a6a11b8a9356455475b86d79f95d83d35ef38b3eb52603e4c53f5232d17

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.535736Z digest=sha256:7ef72891e1b1e111bf92d458077652ba88cf168fbc7ebc356abf9e5f5e705458

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-08-14T13:05:31.539783Z digest=sha256:4c2ec350ebaff77d147ab628b6860d9a4f213d67c0a90b808b636803ae51e615

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T22:32:41.942802Z digest=sha256:5bdbeffc2a7943781bd1b4543ddd00aab3ad6eea7e27987a3a8ae51db3b66cdd

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