Pith. sign in

Paper Citation Record · LEDGER

TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2202.00433.

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

pith.paper-citation-record.v1
2202.00433 v3

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 2026-08-13T06:32:02.005865+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:23:03.402647Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T23:24:01.885802Z

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 122ba701-649a-4fe9-a9f6-22b1b4863a45 · inbound

OpenOptics: An Open Research Framework for Optical Data Center Networks cites this paper.

OpenOptics: An Open Research Framework for Optical Data Center Networks TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-12T11:23:03.402647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T11:23:03.402647Z digest=sha256:f24151aaec03607679e8a02c66a6ac576e6ae037c2a0a53eade06d27f09a6f0a

Observation 3d5f2455-6c17-4bf5-b4dd-c37889ae4024 · inbound

Switching Efficiency: A Novel Framework for Dissecting AI Data Center Network Efficiency cites this paper.

Switching Efficiency: A Novel Framework for Dissecting AI Data Center Network Efficiency TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-10T10:44:38.420370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-10T10:30:07.091336Z digest=sha256:f2b79e6248dee07a42983fe2e735266fd9b009d4273b711d421ee5ef211e3640

Observation 42abc7e0-cbdd-4ccf-9484-a9e9a5523320 · inbound

Step-TP: A Grounded, Step-Level Dataset with Chain-of-Thought Reasoning for LLM-Guided Tensor Program Optimization cites this paper.

Step-TP: A Grounded, Step-Level Dataset with Chain-of-Thought Reasoning for LLM-Guided Tensor Program Optimization TopoOpt: Co-optimizing Network Topology and Parallelization Strategy for Distributed Training Jobs

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-06-29T23:24:01.887333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-29T23:16:05.110912Z digest=sha256:05d5c250937a2133ff6f33268a362076f3ad05e461aab4a0f5d29a4dbbd09edb