Pith. sign in

Paper Citation Record · LEDGER

Almost Sure Convergence of Dropout Algorithms for Neural Networks

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2002.02247.

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

pith.paper-citation-record.v1
2002.02247 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 2026-08-10T06:31:04.303077+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T22:21:09.057733Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T22:21:10.640627Z

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 641057b6-dd82-4302-be06-59a9866c58b5 · inbound

In situ fine-tuning of in silico trained Optical Neural Networks cites this paper.

In situ fine-tuning of in silico trained Optical Neural Networks Almost Sure Convergence of Dropout Algorithms for Neural Networks

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:21:10.710114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-06T22:21:09.057733Z digest=sha256:f13dc470b1275a6073722fdfb4ade3537bbd1b55c5987e65941281e8f8b14c74

Observation 78e769af-4877-44de-922b-9bc371e46d8f · inbound

Dropout Neural Network Training Viewed from a Percolation Perspective cites this paper.

Dropout Neural Network Training Viewed from a Percolation Perspective Almost Sure Convergence of Dropout Algorithms for Neural Networks

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-03T16:24:55.588180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T16:24:55.588180Z digest=sha256:5e26ef5e8b1f9120ef3e8f5d69e7f9fcdb2893423ceef78e499f7dec96dfc6fd