Paper Citation Record · LEDGER

SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2405.19715.

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

pith.paper-citation-record.v1
2405.19715 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:57:56.037855Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T08:53:15.769753Z

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 cc0d3953-17a2-4a76-9e09-025ab2b8bae0 · 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 SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T16:49:21.995860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da25f129-b83f-4b9b-963b-a770e3916c44 · inbound

Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation cites this paper.

Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T11:16:44.162526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bea7004f-82d7-437a-97a9-d137b30cf6a2 · 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 SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T04:25:53.118289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af5de14-086b-4b91-b057-27e1ecdf9258 · inbound

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment cites this paper.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.969502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a008b86-f0f8-49a9-950a-ad00feb72990 · inbound

Automatic Task Detection and Heterogeneous LLM Speculative Decoding cites this paper.

Automatic Task Detection and Heterogeneous LLM Speculative Decoding SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T21:57:56.037855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 869aa006-063e-4a71-99e2-52cb0abc13e4 · inbound

Semi-Clairvoyant Scheduling of Speculative Decoding Requests to Minimize LLM Inference Latency cites this paper.

Semi-Clairvoyant Scheduling of Speculative Decoding Requests to Minimize LLM Inference Latency SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:11:02.834235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d7d9053-3c24-4dcc-98cb-0c525f46875e · inbound

Consultant Decoding: Yet Another Synergistic Mechanism cites this paper.

Consultant Decoding: Yet Another Synergistic Mechanism SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:55.537631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dda5b89-b539-4d54-8612-368f1ace52f4 · inbound

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

POSS: Position Specialist Generates Better Draft for Speculative Decoding SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.625984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6ba6a95-54c5-4eb3-b122-6a9b5d7193e7 · inbound

AdaDecode: Accelerating LLM Decoding with Adaptive Layer Parallelism cites this paper.

AdaDecode: Accelerating LLM Decoding with Adaptive Layer Parallelism SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:02:39.260580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e7aef30-9a50-4fdf-8d73-ac083dbc25e2 · inbound

Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism cites this paper.

Double: Breaking the Acceleration Limit via Double Retrieval Speculative Parallelism SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-16T16:41:06.270646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 54716424-150c-418b-a383-01782ef78df7 · inbound

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

SMART: When is it Actually Worth Expanding a Speculative Tree? SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T08:11:02.621346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6a6de9ce-57c2-491c-97d8-8fed1a912470 · inbound

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting cites this paper.

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 30

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:53:15.771303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 731dc54b-2b18-4b05-881b-9ff28cdccf9c · inbound

AdaptiveSD A Stability-Aware, Runtime-Adaptive Speculative Decoding Framework with Multi-Policy Orchestration for CPU-Constrained LLM Inference cites this paper.

AdaptiveSD A Stability-Aware, Runtime-Adaptive Speculative Decoding Framework with Multi-Policy Orchestration for CPU-Constrained LLM Inference SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T23:19:24.722999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8890f748-c8f6-413f-a055-2744a7bf2eac · inbound

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

DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 148

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 beb5afe7-e891-4b19-9d53-8ce7a9a94f07 · inbound

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

AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T01:22:13.555570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed2acbdb-2449-4422-b872-65951c8bdd8f · inbound

CURE: Local Uncertainty Repair for Block-Parallel Speculative Decoding cites this paper.

CURE: Local Uncertainty Repair for Block-Parallel Speculative Decoding SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-05T00:46:50.594481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1de07ba8-0bac-4dc7-a0db-c8acf3181940 · inbound

EdgeXpert: An Edge Device for Memory-Efficient LLM Inference with Mixture-of-Experts and Speculative Decoding cites this paper.

EdgeXpert: An Edge Device for Memory-Efficient LLM Inference with Mixture-of-Experts and Speculative Decoding SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-08T15:48:05.498093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e630af83-99b3-40a7-8bbf-bb00b3c8f2b1 · inbound

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization cites this paper.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.672451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.