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Paper Citation Record · LEDGER

The Implicit Bias of Depth: How Incremental Learning Drives Generalization

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:1909.12051.

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

pith.paper-citation-record.v1
1909.12051 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:58:26.299922Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:21:09.060574Z

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 ef9fc4a5-d2b6-44de-8c06-d9a67e185918 · inbound

Parameter Symmetry Potentially Unifies Deep Learning Theory cites this paper.

Parameter Symmetry Potentially Unifies Deep Learning Theory The Implicit Bias of Depth: How Incremental Learning Drives Generalization

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-08T19:58:26.299922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T19:58:26.299922Z digest=sha256:6fccc25d2990beaba0ff75d42b233283dda7353e6bbd9631038b89046f699598

Observation 8b518776-ef2f-4a79-b39f-86d15618409f · inbound

Position: A Theory of Deep Learning Must Include Compositional Sparsity cites this paper.

Position: A Theory of Deep Learning Must Include Compositional Sparsity The Implicit Bias of Depth: How Incremental Learning Drives Generalization

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T20:35:44.758347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:35:44.758347Z digest=sha256:7045c885835d75f03eeec9aa6995f2b41ccad2042b3d1649752f7c6e01f80f9b

Observation e9a8786f-f306-45c5-8a7e-87fac2c99a3b · inbound

There Will Be a Scientific Theory of Deep Learning cites this paper.

There Will Be a Scientific Theory of Deep Learning The Implicit Bias of Depth: How Incremental Learning Drives Generalization

Reference 137

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:21:09.063589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-09T20:11:17.616190Z digest=sha256:4f39c85ac817cafb507e9fb78540cf0357f9f214e4de3a7c95c8e24a40ec1f32