Paper Citation Record · LEDGER

Learning Harmonized Representations for Speculative Sampling

As of 12 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2408.15766.

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

pith.paper-citation-record.v1
2408.15766 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:04:15.588437Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:17:57.876193Z

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 0983007f-ef34-414e-ab48-0c87b4ba0284 · inbound

POSS: Position Specialist Generates Better Draft for Speculative Decoding cites this paper.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Learning Harmonized Representations for Speculative Sampling

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.588437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01f2a3c3-9e6b-4c52-8a6e-0c09e258d9af · 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 Learning Harmonized Representations for Speculative Sampling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T18:45:04.421303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c0f315d-2148-4049-826c-e855965c1926 · inbound

KERV: Kinematic-Rectified Speculative Decoding for Embodied VLA Models cites this paper.

KERV: Kinematic-Rectified Speculative Decoding for Embodied VLA Models Learning Harmonized Representations for Speculative Sampling

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:40:14.563211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d0ae0b9d-dd45-46cf-8a16-cdf65aa81e0e · inbound

ConFu: Contemplate the Future for Better Speculative Sampling cites this paper.

ConFu: Contemplate the Future for Better Speculative Sampling Learning Harmonized Representations for Speculative Sampling

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:20:03.389143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c8b72a3b-f962-4999-887a-e1b1289101dc · inbound

SMART: When is it Actually Worth Expanding a Speculative Tree? cites this paper.

SMART: When is it Actually Worth Expanding a Speculative Tree? Learning Harmonized Representations for Speculative Sampling

Reference 35

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:11:02.569001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2e30cde0-7e38-416e-ac95-1a5615dccd8f · inbound

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting cites this paper.

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting Learning Harmonized Representations for Speculative Sampling

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:30:57.244756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fd683a29-9ad8-4be6-9be1-72305779c16b · inbound

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting cites this paper.

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting Learning Harmonized Representations for Speculative Sampling

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:51:26.046957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 34c9eca3-c70d-4797-a685-d7d9bb95f332 · inbound

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing cites this paper.

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing Learning Harmonized Representations for Speculative Sampling

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:42:39.760076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 82f7c963-33d4-4b56-a32a-6c6f4276c822 · inbound

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation cites this paper.

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation Learning Harmonized Representations for Speculative Sampling

Reference 77

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T19:02:34.556752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8c014a2e-6567-4fe9-9cba-97e5af6f43ef · inbound

Teaching Diffusion to Speculate Left-to-Right cites this paper.

Teaching Diffusion to Speculate Left-to-Right Learning Harmonized Representations for Speculative Sampling

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T10:17:57.877423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c03aadef-18a3-4f83-93e8-86194c6eada4 · inbound

DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation cites this paper.

DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation Learning Harmonized Representations for Speculative Sampling

Reference 210

Resolution: unresolved; no resolver link, observed 2026-07-11T08:05:17.460513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfc218b6-d4fc-4107-9e3d-2c2f7a8448ce · inbound

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts cites this paper.

SpecRoll: Fast-Slow Verifier-Feedback Adaptation for Speculative Reinforcement Learning Rollouts Learning Harmonized Representations for Speculative Sampling

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T12:55:49.051760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.