Pith. sign in

Paper Citation Record · LEDGER

OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2406.17276.

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

pith.paper-citation-record.v1
2406.17276 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T16:49:22.091326Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T10:37:56.264863Z

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 e9416438-faa4-4589-8eb6-1ca6764a495f · 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 OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-12T16:49:22.091326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T16:49:22.091326Z digest=sha256:c56e2f59e42c276b9a82df4e839d68d8e52a3d22c13e108805eb10446a717202

Observation 761f9cfc-c42b-4291-a40d-ff1077a8cece · inbound

AdaEAGLE: Optimizing Speculative Decoding via Explicit Modeling of Adaptive Draft Structures cites this paper.

AdaEAGLE: Optimizing Speculative Decoding via Explicit Modeling of Adaptive Draft Structures OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-11T04:25:53.197676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T04:25:53.197676Z digest=sha256:6388c85c0f0549649dfcc4f408188e327852f580d98263a380d65abd437dec44

Observation 0b525392-2163-41f6-b130-d29de22a55d1 · inbound

Consultant Decoding: Yet Another Synergistic Mechanism cites this paper.

Consultant Decoding: Yet Another Synergistic Mechanism OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T11:30:56.733308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T11:30:56.733308Z digest=sha256:e523effb0b7f05101afb7cb78f4e05d48583df77d54d86144199f3cfd2a212f0

Observation 5d481b6a-c1ff-41ad-8b84-685042b0cd1f · inbound

Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs cites this paper.

Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T11:16:26.909634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:16:26.909634Z digest=sha256:51309ffcea695220ea12a4a113d3bc5abce95999d0f5fca6b5a9ee537abf0a4e

Observation 9ee1140b-8668-434f-a425-165eb6ee4be3 · inbound

LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation cites this paper.

LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-19T06:57:08.147003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-19T06:53:02.744567Z digest=sha256:2010f49c784b5c6ceec169472a78e8ea18ec9ac983a68677c8a1a5eff03f6313

Observation 093347d5-af70-4532-8ced-d11dbf97843f · inbound

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration cites this paper.

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-13T04:07:13.056404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-13T04:06:24.409303Z digest=sha256:00115eea112d9fc786f8147d90490dcbb9a03947e9acef66b7d9ab3dd930c72c

Observation 59c3eaa1-3d0a-447b-a5a1-d07753b7029d · 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 OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 99

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T19:02:34.625878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-28T18:55:51.474956Z digest=sha256:427d19abf8c63d766ae7414d86a3c32cce864482e813e627eaa53a0b1bb6f307

Observation 37fb72cf-8300-4776-9741-26c60c87ab0f · 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 OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 42

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T10:37:56.266340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-06-27T09:58:02.298704Z digest=sha256:4f24da7ca765428cc13cc33cc6009375b0dc00a60be0b238f356b4d3ce0ccaab

Observation 45555301-7133-4874-b07f-0faad59f47b4 · inbound

AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding cites this paper.

AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding OPT-Tree: Speculative Decoding with Adaptive Draft Tree Structure

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-01T01:22:13.838915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T01:22:13.838915Z digest=sha256:001e44756f8be9a5b4a23f8feecb8b301ce85af1d9c1138877456620821029cf