Pith. sign in

Paper Citation Record · LEDGER

Universal One-third Time Scaling in Learning Peaked Distributions

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2602.03685.

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

pith.paper-citation-record.v1
2602.03685 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-15T11:17:06.440358Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T17:20:00.890002Z

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 8a33b903-d2ab-4836-92d3-e37754ecbfeb · inbound

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination cites this paper.

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination Universal One-third Time Scaling in Learning Peaked Distributions

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-06-02T03:04:04.283648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-08T11:47:41.717389Z digest=sha256:e359e7cec03bf8e836fa023d033cfe0b51511d72fb6631706602b6e0c9bc1f83

Observation b3146d96-6be3-470a-b0b8-727ad45166b4 · inbound

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination cites this paper.

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination Universal One-third Time Scaling in Learning Peaked Distributions

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-06-02T03:04:04.283648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-15T07:15:02.755541Z digest=sha256:8fc911b87e81f08d191726f65b8bb48960548c7d557e879b5fa4417938e426ab

Observation cb7226a9-45e2-4c47-b2fe-8c3c06277cba · inbound

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination cites this paper.

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination Universal One-third Time Scaling in Learning Peaked Distributions

Reference 19

Resolution
unresolved
no resolver link, observed 2026-07-15T11:17:06.440358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-15T11:17:06.440358Z digest=sha256:8e07c23e70c63ab72afe74f5890cbf84ce641e144d39fa1fc9c13d064f610099

Observation 4e2e3bb8-2d4a-45de-88a1-d1e439e716cb · inbound

A Boundary-Layer Mechanism for One-Third Scaling in Online Softmax Classification cites this paper.

A Boundary-Layer Mechanism for One-Third Scaling in Online Softmax Classification Universal One-third Time Scaling in Learning Peaked Distributions

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-06-02T03:04:04.283648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-22T07:07:01.822626Z digest=sha256:b658c58265626d47fb61ff3d7e45a2787a97a80be116d9cf3a9f3c3d8b147b44

Observation 6230432d-2a7b-4687-9057-12aa92eff666 · inbound

Neural Scaling Universality: If Exponents Are Fixed, Time to Understand Coefficients cites this paper.

Neural Scaling Universality: If Exponents Are Fixed, Time to Understand Coefficients Universal One-third Time Scaling in Learning Peaked Distributions

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-07-04T17:20:00.891374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-25T23:45:54.283436Z digest=sha256:4de2d51b38d288f18283a9336e95e9631b69beb15c60e8675818c55088a3479c