Paper Citation Record · LEDGER

Pipeline Parallelism for Inference on Heterogeneous Edge Computing

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2110.14895.

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

pith.paper-citation-record.v1
2110.14895 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 2026-08-18T06:34:40.430872+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:57:59.557241Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T20:16:10.416495Z

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 091d0469-7e03-4f0e-a015-ff44fd31b3d4 · inbound

Priority-Aware Model-Distributed Inference at Edge Networks cites this paper.

Priority-Aware Model-Distributed Inference at Edge Networks Pipeline Parallelism for Inference on Heterogeneous Edge Computing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T14:12:32.721810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94f4f844-eae4-4af8-acb1-9b8793d968ff · inbound

Model-Distributed Inference for Large Language Models at the Edge cites this paper.

Model-Distributed Inference for Large Language Models at the Edge Pipeline Parallelism for Inference on Heterogeneous Edge Computing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:57:59.557241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bacd580-cb66-4e4e-8e5f-19faea510a60 · inbound

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities cites this paper.

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities Pipeline Parallelism for Inference on Heterogeneous Edge Computing

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:16:10.418868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bde4ef64-33de-4cf6-91c0-229947c163ba · inbound

Integrity of peer-to-peer distributed LLM inference under malicious nodes cites this paper.

Integrity of peer-to-peer distributed LLM inference under malicious nodes Pipeline Parallelism for Inference on Heterogeneous Edge Computing

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T12:42:13.790456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.