Pith. sign in

Paper Citation Record · LEDGER

CO2: Efficient Distributed Training with Full Communication-Computation Overlap

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2401.16265.

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

pith.paper-citation-record.v1
2401.16265 v1

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 2026-08-07T10:46:06.608870Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 95238f27-483a-4835-9220-b84b38a96561 · inbound

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training cites this paper.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training CO2: Efficient Distributed Training with Full Communication-Computation Overlap

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T10:46:06.608870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:46:06.608870Z digest=sha256:9c33c14b1f3bfb0f03746c660bce91309008a3b7bab1ee3060382819ce2cb2c7

Observation a7b91f5d-c727-4a17-bdf5-113ebf3c646b · inbound

Cosine-Gated Adam-Decay: Drop-In Staleness-Aware Outer Optimization for Decoupled DiLoCo cites this paper.

Cosine-Gated Adam-Decay: Drop-In Staleness-Aware Outer Optimization for Decoupled DiLoCo CO2: Efficient Distributed Training with Full Communication-Computation Overlap

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-12T02:31:16.908924Z

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=pdf_text observed=2026-05-12T02:30:11.470788Z digest=sha256:91d59a6639c968e11672f7cce6685ab2041e7966be54f72c01b14913b6cdb666

Observation 7c2b395b-8eef-418d-8565-47ea5e9ddafb · inbound

Modeling the Impact of Fiber Latency on Compute-Communication Overlap in Geo-Distributed Multi-Datacenter AI Training cites this paper.

Modeling the Impact of Fiber Latency on Compute-Communication Overlap in Geo-Distributed Multi-Datacenter AI Training CO2: Efficient Distributed Training with Full Communication-Computation Overlap

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-20T08:18:07.842897Z

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=2026-05-20T08:17:29.916646Z digest=sha256:737a6dcc5a492cfc34eb9534aeec88e9e8ae15836996d8bbf6c8f2477c9b0d09