Paper Citation Record · LEDGER

Beyond Data and Model Parallelism for Deep Neural Networks

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:1807.05358.

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

pith.paper-citation-record.v1
1807.05358 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T22:28:45.888108Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T22:59:03.322171Z

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 148861d7-e07c-4ac9-a923-3e39bb41ce1b · inbound

Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs cites this paper.

Scalable Synthesis of distributed LLM workloads through Symbolic Tensor Graphs Beyond Data and Model Parallelism for Deep Neural Networks

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T22:28:45.888108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 128a99f4-f4b1-4e0a-ba04-4b7e610b3a61 · inbound

AoiZora: Topology-Aware Auto-Parallel Optimization for Inference of Diffusion Transformers cites this paper.

AoiZora: Topology-Aware Auto-Parallel Optimization for Inference of Diffusion Transformers Beyond Data and Model Parallelism for Deep Neural Networks

Reference 42

Resolution: verified exact; local_arxiv, observed 2026-07-03T22:59:03.323995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d303bbc3-95cd-4124-b2d5-4a4351699208 · inbound

MLSYSIM: First-Principles Infrastructure Modeling for Machine Learning Systems cites this paper.

MLSYSIM: First-Principles Infrastructure Modeling for Machine Learning Systems Beyond Data and Model Parallelism for Deep Neural Networks

Reference 96

Resolution: unresolved; no resolver link, observed 2026-07-12T11:05:56.233115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77db1961-1acb-400c-8bed-8f1132319d5b · inbound

FlashRT: Agent Harness for Guiding Agents to Deploy Real-Time Multimodal Applications cites this paper.

FlashRT: Agent Harness for Guiding Agents to Deploy Real-Time Multimodal Applications Beyond Data and Model Parallelism for Deep Neural Networks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T15:52:50.669816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.