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Paper Citation Record · LEDGER

BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2502.16927.

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

pith.paper-citation-record.v1
2502.16927 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 2026-08-01T00:15:01.965859Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T18:51:07.564019Z

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 4669e25f-9778-46c1-ac27-d0dcf08bf10b · inbound

Federation of Experts: Communication Efficient Distributed Inference for Large Language Models cites this paper.

Federation of Experts: Communication Efficient Distributed Inference for Large Language Models BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-11T18:51:07.568634Z

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=2026-05-08T13:40:50.411198Z digest=sha256:b8ae3e17b8213032462691a53da75aea5aedd37d8bdbc4c0e20a11399363c71f

Observation f98a4b36-83ef-4924-aa47-5913d0c2e917 · inbound

Incast-Free MoE Rate-Based Scheduling cites this paper.

Incast-Free MoE Rate-Based Scheduling BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-01T00:15:01.965859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T00:15:01.965859Z digest=sha256:5a113498ee09cce02da62e1acd48275be0eac1db11b5d7bb954379e60d3dc00b