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Paper Citation Record · LEDGER

SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2406.02532.

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

pith.paper-citation-record.v1
2406.02532 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T16:49:22.079379Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:27:57.095220Z

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 84b2bb9d-d6d4-41f5-b1e3-78598bc1ce1c · inbound

Closer Look at Efficient Inference Methods: A Survey of Speculative Decoding cites this paper.

Closer Look at Efficient Inference Methods: A Survey of Speculative Decoding SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T16:49:22.079379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T16:49:22.079379Z digest=sha256:fa5396d74dc95aa374d2d0b3578a5d2be93afa609fc45f01aed9b9b11a4d6e94

Observation b2056f3d-f25c-4cfa-962d-4f14d197f5ce · inbound

CLaSp: In-Context Layer Skip for Self-Speculative Decoding cites this paper.

CLaSp: In-Context Layer Skip for Self-Speculative Decoding SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T12:35:12.606615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T12:35:12.606615Z digest=sha256:00433c74f0e032821bd8064f6a7cf83ef92c024100e336d81ba4e2d4d8b1a329

Observation 9dc860e1-309d-4dea-9d8a-324fadcb4e49 · inbound

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges cites this paper.

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T15:06:47.851506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:06:47.851506Z digest=sha256:465e99f8fe12cf227eaaabce158ec5d9b4ed0e53fabc81ffd4b72c3c63016376

Observation a058bf9e-5240-4edd-b6f4-910d37805bbe · inbound

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving cites this paper.

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-09T22:59:17.682755Z

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=2026-05-09T22:56:19.734262Z digest=sha256:c068ceaaf4c962c1800a15253940b54e6475f5cf12fd147b365e5fc2c5743ae8

Observation 17e8de78-d0d8-4059-8251-89cab4c284e9 · inbound

From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion cites this paper.

From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion SpecExec: Massively Parallel Speculative Decoding for Interactive LLM Inference on Consumer Devices

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-07-03T10:27:57.097243Z

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=arxiv_source observed=2026-06-27T09:58:02.298704Z digest=sha256:c0a161b9d164f37b2c8ee85767cb33b40c3f4c46329e0471dbee4ec8757f0c03