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Paper Citation Record · LEDGER

DEHB: Evolutionary Hyperband for Scalable, Robust and Efficient Hyperparameter Optimization

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2105.09821.

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

pith.paper-citation-record.v1
2105.09821 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:48:49.180830Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T07:06:28.857724Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 78e0a7b6-3a52-46c1-93c7-002eebd7c02f · inbound

Spend More to Save More (SM2): An Energy-Aware Implementation of Successive Halving for Sustainable Hyperparameter Optimization cites this paper.

Spend More to Save More (SM2): An Energy-Aware Implementation of Successive Halving for Sustainable Hyperparameter Optimization DEHB: Evolutionary Hyperband for Scalable, Robust and Efficient Hyperparameter Optimization

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T17:48:49.180830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:48:49.180830Z digest=sha256:2f7b1b1d3bbae04a337cfbdf6e448ec263ac1f4c9b0ac345d15a97878b448d20

Observation eb5210cd-d3ba-4a3d-8628-4bfdf1b5f9a8 · inbound

Zoom, Don't Wander: Why Regional Search Outperforms Pareto Reasoning and Global Optimization in Budget-Constrained SBSE cites this paper.

Zoom, Don't Wander: Why Regional Search Outperforms Pareto Reasoning and Global Optimization in Budget-Constrained SBSE DEHB: Evolutionary Hyperband for Scalable, Robust and Efficient Hyperparameter Optimization

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:06:28.867710Z

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=2026-05-12T03:45:36.581896Z digest=sha256:c271951ad2441e6f7970044848c69e32f12778b146a80386203453684b5e36d6