Paper Citation Record · LEDGER

Fast Large Language Model Collaborative Decoding via Speculation

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2502.01662.

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

pith.paper-citation-record.v1
2502.01662 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:53:58.892122Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T08:15:32.154273Z

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 571f5654-e954-4b8c-aeb2-2456940e7102 · inbound

Multimodal Tabular Reasoning with Privileged Structured Information cites this paper.

Multimodal Tabular Reasoning with Privileged Structured Information Fast Large Language Model Collaborative Decoding via Speculation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T10:53:58.892122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54d16537-58a6-40ee-901d-fa6a88501dbf · inbound

SignAligner: Harmonizing Complementary Pose Modalities for Coherent Sign Language Generation cites this paper.

SignAligner: Harmonizing Complementary Pose Modalities for Coherent Sign Language Generation Fast Large Language Model Collaborative Decoding via Speculation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T04:10:11.741454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 684a0bb9-e8f3-4fb3-98b2-7ac8e6982251 · inbound

AnchorSeg: Language Grounded Query Banks for Reasoning Segmentation cites this paper.

AnchorSeg: Language Grounded Query Banks for Reasoning Segmentation Fast Large Language Model Collaborative Decoding via Speculation

Reference 58

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T09:43:49.444527Z

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.

Observation 7ed78080-faf4-480a-b385-14755324412a · inbound

SpecFed: Accelerating Federated LLM Inference with Speculative Decoding and Compressed Transmission cites this paper.

SpecFed: Accelerating Federated LLM Inference with Speculative Decoding and Compressed Transmission Fast Large Language Model Collaborative Decoding via Speculation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:31:17.251029Z

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.

Observation 4c1f544c-6ebb-4f79-ab83-08e5ecbad181 · inbound

Rethinking LLM Ensembling from the Perspective of Mixture Models cites this paper.

Rethinking LLM Ensembling from the Perspective of Mixture Models Fast Large Language Model Collaborative Decoding via Speculation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-01T08:15:32.157274Z

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.

Observation 9f275b1b-19c2-4763-b4dc-173b72f56d06 · inbound

Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes cites this paper.

Revisiting Lossy Verification in Speculative Decoding: Mechanisms, Trade-offs, and Failure Modes Fast Large Language Model Collaborative Decoding via Speculation

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-01T12:07:01.364373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.