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Paper Citation Record · LEDGER

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization

As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2606.04866.

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

pith.paper-citation-record.v1
2606.04866 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T07:40:28.008672Z

measured 43 of 43 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Reference resolution

43 of 43 outbound references displayed

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  • verified fuzzy0
  • unresolved40
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External citation measurements

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Outbound references

Observation a334a6e0-fdb4-4f60-9fa6-a462ea8b2ee2 · outbound

This paper cites Bayesian Fixed-Budget Best-Arm Identification.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Bayesian Fixed-Budget Best-Arm Identification

Reference 1

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Observation 8e98bc1c-76cf-4eb6-97be-887d4bef4937 · outbound

This paper cites Audibert and S.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Audibert and S

Reference 2

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Observation 7bda579e-0479-411b-83c8-c34978e355ef · outbound

This paper cites Bischl, M.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Bischl, M

Reference 3

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Observation 5b93293a-7dda-4b2f-be61-e24a4013c0ac · outbound

This paper cites Bohdal, L.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Bohdal, L

Reference 4

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Observation 0d7d33e7-36df-49ea-9e98-e9cf32deea46 · outbound

This paper cites Brandt, E.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Brandt, E

Reference 5

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Observation 0addd467-3363-42e7-8fab-12bd6acd392d · outbound

This paper cites Brandt, M.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Brandt, M

Reference 6

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Observation 2b761e6b-77fe-4b71-ac30-d39a74a63248 · outbound

This paper cites Castellanos-Nieves and L.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Castellanos-Nieves and L

Reference 7

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Observation 240e450a-7a79-4c04-9ceb-ebc8a19252aa · outbound

This paper cites Castellanos-Nieves and L.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Castellanos-Nieves and L

Reference 8

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Observation bd517b03-d561-48f2-a09e-50ffa912c984 · outbound

This paper cites Eggensperger, P.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Eggensperger, P

Reference 9

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Observation 85dc93fa-f1ce-4b0b-99df-3e5443d3cb29 · outbound

This paper cites AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data

Reference 10

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Observation 235d1353-c8ad-4089-bbf1-b298f594ab93 · outbound

This paper cites Even-Dar, S.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Even-Dar, S

Reference 11

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Observation b1e60cad-5b50-4559-8c1e-f5054b540484 · outbound

This paper cites Falkner, G.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Falkner, G

Reference 12

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Observation c82a3c2a-d1af-426e-8644-1402e2b422dd · outbound

This paper cites Feurer, J.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Feurer, J

Reference 13

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Observation d20731b4-052c-4b1c-b8f9-ecf878cdcc13 · outbound

This paper cites Feurer, K.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Feurer, K

Reference 14

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Observation 5f39fae7-607a-4948-be1a-cdbebda818fd · outbound

This paper cites Giovanelli, A.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Giovanelli, A

Reference 15

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Observation c1faf813-a67a-43a5-9a4d-53397ea7bcb5 · outbound

This paper cites Hutter, L.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Hutter, L

Reference 16

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Observation f4569704-cd58-405d-99fb-75d5029ddd8a · outbound

This paper cites Hvarfner, D.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Hvarfner, D

Reference 17

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Observation d7c3b8c4-3013-4205-a2cc-28ed6466f53a · outbound

This paper cites an unresolved cited work.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Unresolved cited work

Reference 18

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Observation 758dbab7-168d-4006-9c7a-51e9c017a841 · outbound

This paper cites Jamieson and A.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Jamieson and A

Reference 19

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Observation 3c52710e-c51b-4096-b1cb-2ca9888c314e · outbound

This paper cites Klein, S.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Klein, S

Reference 20

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Observation 8463624a-42d3-4f42-8de1-96c6879076f7 · outbound

This paper cites Lederer, J.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Lederer, J

Reference 21

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Observation a490fde9-7e2a-48dc-8636-b9fd6e665f66 · outbound

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Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Unresolved cited work

Reference 22

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Observation 9d12228a-b4d9-4f5e-a018-c74d4f60891d · outbound

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Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Unresolved cited work

Reference 23

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Observation 45ed82d4-c3fb-4f9d-b936-b9e0bd1cc71a · outbound

This paper cites an unresolved cited work.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Unresolved cited work

Reference 24

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Observation a4090bec-baac-411d-b1e5-101e3cc5d7ca · outbound

This paper cites Mallik, C.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Mallik, C

Reference 25

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Observation 2ce776ff-a7f4-46c0-9bc9-b6f0b22bc590 · outbound

This paper cites Mallik, C.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Mallik, C

Reference 26

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Observation 191a6131-1fe0-4f26-92cf-d12fd5f870ea · outbound

This paper cites Mohr and M.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Mohr and M

Reference 27

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Observation 3e9e1f7e-83d9-4258-99cb-c1dac7420eab · outbound

This paper cites Müller, M.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Müller, M

Reference 28

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Observation 547cd537-b5bf-432e-b92b-8087c54e4ab2 · outbound

This paper cites Ordoumpozanis and G.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Ordoumpozanis and G

Reference 29

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Observation 2530d0cb-7a06-4cc8-a733-6153071e61ca · outbound

This paper cites Perrone, H.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Perrone, H

Reference 30

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Observation d2e9ae6e-2e2d-4e87-a0e4-2cc8e0cd1207 · outbound

This paper cites Pfisterer, L.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Pfisterer, L

Reference 31

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Observation aed31d5e-d7ee-4a1f-a1f1-fad697770ae4 · outbound

This paper cites Rakotoarison, S.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Rakotoarison, S

Reference 32

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Observation 9e33516e-8ff0-43f6-ae3c-28a39d2b3c9e · outbound

This paper cites Rasmussen and C.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Rasmussen and C

Reference 33

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Observation cdbfadf5-a65a-4d2b-8541-753675397b4e · outbound

This paper cites Rothfuss, V.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Rothfuss, V

Reference 34

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Observation e1c5a9f2-6ca4-4179-8c1a-c0fcb07d4ac1 · outbound

This paper cites Schede, J.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Schede, J

Reference 35

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Observation 6c916577-bc52-4c37-a5bd-2bb5d931f235 · outbound

This paper cites Green AI.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Green AI

Reference 36

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Observation a53a46d8-033a-4283-98e6-3863db6d4cdb · outbound

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Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Unresolved cited work

Reference 37

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Observation 26bbb1e0-8bd6-4110-bc8b-193eec0e08cb · outbound

This paper cites Souza, L.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Souza, L

Reference 38

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Observation 526b8a67-849f-4bf2-a897-27c887579ab7 · outbound

This paper cites Srinivas, A.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Srinivas, A

Reference 39

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Observation e40e786c-b98b-463f-a49d-da5bd79791dd · outbound

This paper cites Tornede, A.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Tornede, A

Reference 40

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Observation afc991ed-93c9-4025-99a6-8aa17cdd5a6a · outbound

This paper cites van Rijn and F.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization van Rijn and F

Reference 41

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Observation 054449b0-b0b7-4694-9e9a-b84e39c53dd8 · outbound

This paper cites Zimmer, M.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization Zimmer, M

Reference 42

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Observation 8c4c7c7c-1b23-4996-a136-24aa3cdbb5fb · outbound

This paper cites ln 2 log2(K)( K 2 −1) δ ! − (νj∗ −ν j) max{ϵ, µj∗ −µ j} 2σ2 0 # . (20) Proof.Case 1: Let for allj∈ K\{j ∗}:µ j∗ −µ j ≥ϵ. Then we have N≥max j∈K\{j ∗} 4RΣ (µj∗ −µ j)2 ·.

Provably Reduced Sample Cost in Prior-Guided Hyperparameter Optimization ln 2 log2(K)( K 2 −1) δ ! − (νj∗ −ν j) max{ϵ, µj∗ −µ j} 2σ2 0 # . (20) Proof.Case 1: Let for allj∈ K\{j ∗}:µ j∗ −µ j ≥ϵ. Then we have N≥max j∈K\{j ∗} 4RΣ (µj∗ −µ j)2 ·

Reference 43

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