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Paper Citation Record · LEDGER

Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

As of 4 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2503.09799.

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

pith.paper-citation-record.v1
2503.09799 v1

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 2026-08-04T06:34:03.388597+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:44:55.124746Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-10T12:15:01.137692Z

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 765a78bc-e74b-4f82-8c6b-cefcc58c91b1 · inbound

LoRDO: Distributed Low-Rank Optimization with Infrequent Communication cites this paper.

LoRDO: Distributed Low-Rank Optimization with Infrequent Communication Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-03T04:44:55.124746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:44:55.124746Z digest=sha256:3cbfcbed94c7dec5e7b5701d4aa6349750d1379403407dcd46306eb66756f69b

Observation fb106583-4e2a-4ae2-b1b4-e15b21b4b1ee · inbound

Outer-Momentum Restarting in High-Dimensional Two-Phase Optimization cites this paper.

Outer-Momentum Restarting in High-Dimensional Two-Phase Optimization Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T13:33:27.503188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T13:31:23.664332Z digest=sha256:df4dc8aa2eca5d3688c6b685444b8d31a05ee98c476181e4e712c0c3fbc3a6ee

Observation 9cba3c9d-1afb-4bc0-b6a3-a72792f25c6f · inbound

Does Distributed Training Undermine Compute Governance? cites this paper.

Does Distributed Training Undermine Compute Governance? Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-07-01T19:06:03.317541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-29T00:54:00.828578Z digest=sha256:6940c146b5bec713e67c32f2abd0d0e67cc92fab769f4f50e5261ee1cf65a4a8

Observation 9d4c4883-2ef4-42c6-94d2-3dc86aade6e1 · inbound

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries cites this paper.

Echelon: Auditable Aggregate-Only Language-Model Adaptation Across Privacy Boundaries Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-07-02T00:06:23.691305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.

source=pdf_text observed=2026-06-28T13:38:48.333498Z digest=sha256:e62bc097eed36f5b2ccd6f04340884611f9b640c9d2bdc095046f8cd9c4479de

Observation 6811ed37-4c4c-4afc-a87e-a9ada013e3fe · inbound

What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity cites this paper.

What's in a Smoothness Constant? Tighter Rates for Local SGD with Bounded Second-order Heterogeneity Communication-Efficient Language Model Training Scales Reliably and Robustly: Scaling Laws for DiLoCo

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-02T01:23:35.023489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:23:35.023489Z digest=sha256:560693950ce69d17898fd73c39a0c179aa29f61df842a81c22ac07c1a555823e