Pith. sign in

Paper Citation Record · LEDGER

SPIN: Accelerating Large Language Model Inference with Heterogeneous Speculative Models

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2503.15921.

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

pith.paper-citation-record.v1
2503.15921 v1

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 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:45:04.626816Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T13:21:24.192866Z

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 48d3e85d-8e87-428f-ab41-7c385ccae56f · inbound

ODIA: Oriented Distillation for Inline Acceleration of LLM-based Function Calling cites this paper.

ODIA: Oriented Distillation for Inline Acceleration of LLM-based Function Calling SPIN: Accelerating Large Language Model Inference with Heterogeneous Speculative Models

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-06T18:45:04.626816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:45:04.626816Z digest=sha256:369f94a8f30791d320b94f94f536893a985f30e42f8191c294128159e724cd32

Observation 25c15fe5-4db2-41e0-906e-8a4fa714a6d3 · inbound

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding cites this paper.

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding SPIN: Accelerating Large Language Model Inference with Heterogeneous Speculative Models

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-18T13:21:24.195040Z

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=2026-05-18T13:17:57.627009Z digest=sha256:8fd5ad26540c348cc2e45d9c9e523bc8fa704d3ccf4cd0e8208b7f51136cd9c6