Pith. sign in

Paper Citation Record · LEDGER

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently

As of 19 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2507.08053.

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

pith.paper-citation-record.v1
2507.08053 v2

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:44:33.007174Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

36 of 36 outbound references displayed

  • verified exact5
  • verified fuzzy3
  • unresolved28
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9061f843-c293-4764-8607-b900f829b43c · outbound

This paper cites and Aitken, C.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently and Aitken, C

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:44:38.159674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.198719Z digest=sha256:83a68128cdc0199e1777f661a564ef35d5155c2fb569ed3165ea90f4614eec47

Observation 0d57ca21-6bc9-4936-b50e-cabe63fbd3e0 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:37.982667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.268988Z digest=sha256:7946560c952b6b755544063d369d0aaf1ca34f13924ccd1ca846269cedd74b7d

Observation c964158a-cfcf-4d8e-a7ea-371203f061ad · outbound

This paper cites and Poloczek, M.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently and Poloczek, M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:44:37.813863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.407983Z digest=sha256:f61d8680308acf053ef93e0ff40268c98711e525a5783f4fa6049077fe6fdc3e

Observation ef1385c5-e136-442f-9fa4-678eb194425b · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:37.689545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.510291Z digest=sha256:6e91c02ccf656efcbe58794fb947da1ade30fc86443c02ea665459d87f4fb664

Observation eb6bda72-2aeb-4d8a-b612-c2ab579648f7 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:37.577574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.543539Z digest=sha256:c75201c6e1d581e39c7f4b9d37ebe047793aba2358c31a2ee7485c47122468ad

Observation 67b7ed86-0cda-4d2f-833a-18dc1dd11c5e · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:37.433363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.613018Z digest=sha256:288e6e2639c6ab1444a1097afda55e42c439cc5aa352d41f07063ed8d4eec511

Observation edb17292-ecfc-46a3-9d77-5fd80e177f15 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:37.290742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.667421Z digest=sha256:53311663d6bc16c9930e44e9058ee71b12a832f8f375ba93bef172b9a4a60cd4

Observation a5771c8d-94c3-4454-a732-c3b25cc84561 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:37.148063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.778391Z digest=sha256:8b2697fd5956ad282a2e58c9b2568ed10718ac58e69121b68cfe4f66fad6243e

Observation b05e40d1-2ce5-4656-b7b3-bce649ffb234 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.995148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:30.841605Z digest=sha256:0085aabcbbae7caa8963c92a1aac10f56940b975b6c2529cfb5e2d04c86791c2

Observation 991508e9-6f80-4dbe-b7e0-c05e3f1c4660 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:30.931073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:30.931073Z digest=sha256:791d034ce372a1440a3498c758aa2fb2fcfba6abd8f8e4148f90dd695e3cf895

Observation 9f3564db-1510-432d-a08f-72625a89423b · outbound

This paper cites The CMA Evolution Strategy: A Tutorial.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently The CMA Evolution Strategy: A Tutorial

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:31.030518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:31.030518Z digest=sha256:2da061fb1c8b11becdf4291759899f7c7c615585bdb01aae705a71e322801682

Observation 6cdf9129-6eed-4202-9ee2-e74f126612ff · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.837193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.120443Z digest=sha256:d2c8d1f99976512d8fc8f071f44adc4730e8c9906355b82568194f9b4b5b299f

Observation 92b43d0e-8271-4e7a-b14b-eab94f32a9db · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.724349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.162019Z digest=sha256:2d04603b6e5fdfee7f1602af4a5bf274458ff08fadd7456bcd43d1e50c531859

Observation 8c129dd6-f08b-4ce0-acd3-6cf7b99d6085 · outbound

This paper cites Multi-Fidelity Methods for Optimization: A Survey.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Multi-Fidelity Methods for Optimization: A Survey

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:31.249791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:31.249791Z digest=sha256:9c1a1be94bc2f992ec520b99daddffb9879474ea077cc9516c0e180dfd1610c1

Observation c98301c5-dac9-4ccd-a836-f30c347e6260 · outbound

This paper cites Tune: A Research Platform for Distributed Model Selection and Training.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Tune: A Research Platform for Distributed Model Selection and Training

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:31.314660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:31.314660Z digest=sha256:e105e3adc54d5cd310e7af0c7f0238c5c9c3f8f5e60c77f27952334ff566253e

Observation 1e010314-666a-4d57-b3ac-142492960955 · outbound

This paper cites CMA-ES for Hyperparameter Optimization of Deep Neural Networks.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently CMA-ES for Hyperparameter Optimization of Deep Neural Networks

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:31.377505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:31.377505Z digest=sha256:f430e32386860dec3dee07819e3374d2128d116c2a70fb218576e6e43daabf39

Observation 95463461-8991-460a-9038-5c8b341a64a1 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.620626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.456515Z digest=sha256:b2bb50ef39cc03fd4a6e979c76c45c7725e2e9c452b7883bc85f01df65b61e0a

Observation 541bea2e-9ca7-4928-8730-7fe1802a5cad · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.514458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.538511Z digest=sha256:c36dfdbfdd5901796c641a65dcca194fd5fd079323aad1522d1877f6e6eee67d

Observation 88a72ce2-1ec4-4671-a018-dcd8516b6b28 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.398056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.603174Z digest=sha256:e3f2a3a0af56647ec5c61a8e16e0b210734b29c01e3787ee56dc78bf9d7438fb

Observation c6dbec41-1a9f-4d4c-b1b4-265d589823c9 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.243421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.688584Z digest=sha256:bd3032179921a658b8a15db6580d57fd51245cfa293214c7406a412af62d33ac

Observation 08a495f5-4b3f-4975-ab1e-28d7c3cb337f · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:36.037810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.754235Z digest=sha256:b01915a3615685a594b4875d2da364deaf6fbb55286b80759d44e02a7056d3a5

Observation 5980e8e1-ea9d-43db-ba9b-24dede0a51aa · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:35.855895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.817664Z digest=sha256:1fc2c44367825c4b6bc9f5863b71a1123727ab93363892b744c3474033e4b684

Observation aaa81802-d45d-4a9b-9796-2cdb79ad929d · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:35.620708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:31.907154Z digest=sha256:09e07c3b4206ed8c47f1d270be94ac80d238edb3c634f201b4a9ff198ed6979a

Observation 7c2bceea-a177-4833-99da-41c049e47a0e · outbound

This paper cites Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:31.984512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:31.984512Z digest=sha256:78b247d1acda2a3e1b693b67b07ced795e53a421a550e0191518fd5fd0c4a3c6

Observation 63696969-bd82-40aa-a965-f48264858bee · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:35.438551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.064726Z digest=sha256:3ecf51bfb053b6c056d35ee7371d8c0ff595c63d811bfaba7f3812be610a3919

Observation 788f6d3d-aabc-4fe1-b8a4-4758e006b375 · outbound

This paper cites On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:44:34.205853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.153937Z digest=sha256:baf8035dabda4769def5c317632d6ac8d3742699a5b7ed41d9f6d03b38fd2657

Observation 574b863e-09f5-4acd-b210-92f421567bf9 · outbound

This paper cites Python Wrapper for Simulating Multi-Fidelity Optimization on HPO Benchmarks without Any Wait.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Python Wrapper for Simulating Multi-Fidelity Optimization on HPO Benchmarks without Any Wait

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:44:34.006676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.217486Z digest=sha256:77dce230b86b9ff2645dfe19d199c523cb89a6f21242c5f7e716d558a18fa486

Observation 55efff61-1938-4fe4-bad5-b85881fff1dd · outbound

This paper cites Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:32.269576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:32.269576Z digest=sha256:14be4c721d51ad495930c342d3d28bee4c385f39211b119e5906d9f8f2111ae3

Observation 61e5f866-9ed2-488c-8a2c-0dc64624ba05 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:35.219577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.345884Z digest=sha256:fcc16afee8d0f8ab8da511e0b51e66fcf7fd74d49f442f7344218efc1a1b8af7

Observation 5203a43e-fcbb-4476-b14c-dfbcb130ae89 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:35.045862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.398860Z digest=sha256:621fb0f2ed04641955ca7f0c6087d8d84cdea3dd017bd2cc648fed0032e7fe0d

Observation 160f72f9-f841-4494-9e1a-b125e83b4697 · outbound

This paper cites c-TPE: Tree-structured Parzen Estimator with Inequality Constraints for Expensive Hyperparameter Optimization.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently c-TPE: Tree-structured Parzen Estimator with Inequality Constraints for Expensive Hyperparameter Optimization

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:44:33.752080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.466972Z digest=sha256:771e34f017a47309a8a25b3ff8e08a5344200c5a7db2af5ae8916c07c56ad2da

Observation 129aaa02-5e14-4e63-9e0a-5f8d821b2e6b · outbound

This paper cites and Hutter, F.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently and Hutter, F

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:44:34.856875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.512927Z digest=sha256:3d18b90eefd9b1d8666a6fd8d75e8b14d6dad9ac112c17eb5c87a9f481d0da76

Observation bd0b5f05-3402-4520-9cf4-d2bd9c0077a5 · outbound

This paper cites Fast Benchmarking of Asynchronous Multi-Fidelity Optimization on Zero-Cost Benchmarks.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Fast Benchmarking of Asynchronous Multi-Fidelity Optimization on Zero-Cost Benchmarks

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:44:33.550208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.575478Z digest=sha256:03ecce26d1686bebca58bbdb7ad645f6028b9ed5facc2ab66bef026a6b73a79a

Observation d01d59e3-5542-421b-98c7-53373b4b3b5e · outbound

This paper cites Bayesian Variational Optimization for Combinatorial Spaces.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Bayesian Variational Optimization for Combinatorial Spaces

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-06T18:44:33.329306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:32.672080Z digest=sha256:f5957fff3c929d890c31f24b373e71df2d08ecb19ea106a771facc991998545f

Observation 3427ea84-fa32-4cde-859f-82d61e64520b · outbound

This paper cites Tensor Programs V: Tuning Large Neural Networks via Zero-Shot Hyperparameter Transfer.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Tensor Programs V: Tuning Large Neural Networks via Zero-Shot Hyperparameter Transfer

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T18:44:32.764549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:44:32.764549Z digest=sha256:61ec720e670971501364940b3584a025171e40294badeaf3e28b0d0826975351

Observation 59003350-25f7-4805-823b-4c029347f509 · outbound

This paper cites an unresolved cited work.

Tree-Structured Parzen Estimator Can Solve Black-Box Combinatorial Optimization More Efficiently Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:44:34.646812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-08-06T18:44:33.007174Z digest=sha256:2da912d7305d3085484763a44a911808a1e7e31ae034129de1721b084d93741e

Pith citing papers

No inbound Pith citation observations are available.