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Paper Citation Record · LEDGER

Ranger21: a synergistic deep learning optimizer

As of 19 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2106.13731.

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

pith.paper-citation-record.v1
2106.13731 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:22:05.187688Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T05:49:36.837129Z

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 26cc621a-3324-4918-838a-16d5867ea88e · inbound

Relative Age Estimation Using Face Images cites this paper.

Relative Age Estimation Using Face Images Ranger21: a synergistic deep learning optimizer

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-08T21:17:28.787929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T21:17:28.787929Z digest=sha256:15befc2f81576dabf4b93f177a97dd5be2c24fefa32009c591c58a99361feee4

Observation 7f79a29e-a5d5-496f-8df3-33f81ee0cad7 · inbound

Pose and Facial Expression Transfer by using StyleGAN cites this paper.

Pose and Facial Expression Transfer by using StyleGAN Ranger21: a synergistic deep learning optimizer

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T12:22:05.187688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:22:05.187688Z digest=sha256:7faa4d88df62d2f6e841d83157dc1675148e508296a29a030bf807ccc7bdd50e

Observation 9e4f294a-5d8d-4cab-a6d6-faeb9a94718c · inbound

Pre-Training LLMs on a budget: A comparison of three optimizers cites this paper.

Pre-Training LLMs on a budget: A comparison of three optimizers Ranger21: a synergistic deep learning optimizer

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T18:22:23.166969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:22:23.166969Z digest=sha256:05cad3fdfa6a4204de1b653569ec3875947993d8a2b9bfb26d844b72a2df95b3

Observation 0411ea84-6ef4-4b06-bcf1-20022ddb5518 · inbound

PanoSAMic: Panoramic Image Segmentation from SAM Feature Encoding and Dual View Fusion cites this paper.

PanoSAMic: Panoramic Image Segmentation from SAM Feature Encoding and Dual View Fusion Ranger21: a synergistic deep learning optimizer

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-16T14:48:00.831204Z

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=pdf_text observed=2026-05-16T14:43:18.682997Z digest=sha256:0811d1f93897f7bdeb73ce5fa5a3919185691633415b2e76e7b4f03ce5fd89d5

Observation adf1784b-31d7-414f-a39c-a442e9419eca · inbound

Dataset-Aware Cold-Start Active Learning for Annotation-Efficient 3D Medical Image Segmentation cites this paper.

Dataset-Aware Cold-Start Active Learning for Annotation-Efficient 3D Medical Image Segmentation Ranger21: a synergistic deep learning optimizer

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-07-04T05:49:36.839304Z

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=pdf_text observed=2026-06-26T15:32:21.738912Z digest=sha256:362ce3ec03de09c09390cbe4fc3677f394a19427f5684031f1ebd7ef576dca00

Observation 530a35f7-d048-4f20-857c-b9fe4b85d784 · inbound

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers cites this paper.

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers Ranger21: a synergistic deep learning optimizer

Reference 115

Resolution
unresolved
no resolver link, observed 2026-07-11T22:10:49.683444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T22:10:49.683444Z digest=sha256:26ea0c514a2ba832dbecbc967cbf8172ea86bb08e279e4a596951b4d7ed2849d