Paper Citation Record · LEDGER

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem

As of 8 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 2 inbound Pith citation observations for arXiv:2602.20217.

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

pith.paper-citation-record.v1
2602.20217 v2

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T21:43:17.836064Z

measured 14 of 14 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-13T04:06:24.409303Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T04:07:13.064785Z

Reference resolution

12 of 12 outbound references displayed

verified exact0
verified fuzzy0
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e3e9d0ba-9fc0-478f-a654-66a54cab6f02 · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem Accelerating Large Language Model Decoding with Speculative Sampling

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:16.525417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07aaadb3-5745-477e-8108-8adce936a86a · outbound

This paper cites A Survey on Code Generation with LLM-based Agents.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem A Survey on Code Generation with LLM-based Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:16.789340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9f993f4-f394-499a-986f-f717936f4c14 · outbound

This paper cites Booksum: A collection of datasets for long- form narrative summarization.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem Booksum: A collection of datasets for long- form narrative summarization

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:17.044434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5026102-2232-41a9-bad0-d9338193e9ee · outbound

This paper cites Speculative decoding: Exploiting speculative execu- tion for accelerating seq2seq generation.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem Speculative decoding: Exploiting speculative execu- tion for accelerating seq2seq generation

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:17.206215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39967ae7-48f2-49b7-a918-a2de56228208 · outbound

This paper cites SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:17.395457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5af37d2f-5b75-4e6a-80b6-734d77dd7669 · outbound

This paper cites Qwen3 Technical Report.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem Qwen3 Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:17.525343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34224e74-e6de-49e1-9e6b-f668b97023ec · outbound

This paper cites DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:17.701326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13f28fef-ebcd-42b4-a8c7-c317c5dcd2ad · outbound

This paper cites and Math-AI, T.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem and Math-AI, T

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:17.836064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07583912-d01d-4932-bafa-ea7608beac2f · outbound

This paper cites R., Lu, P., Chen, B., Rezagholizadeh, M., and Kobyzev, I.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem R., Lu, P., Chen, B., Rezagholizadeh, M., and Kobyzev, I

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:17.111945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9831180f-5989-4033-a494-5c4ab94c2514 · outbound

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

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem CLaSp: In-Context Layer Skip for Self-Speculative Decoding

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:16.594904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be453edd-be5e-466c-b429-c2f02791880f · outbound

This paper cites The Llama 3 Herd of Models.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem The Llama 3 Herd of Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:16.926826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 310f77be-4942-4060-a34a-82c5aea3b127 · outbound

This paper cites Mamba Drafters for Speculative Decoding.

KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem Mamba Drafters for Speculative Decoding

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-02T21:43:16.686672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation dfc4f8ba-af27-4818-bd68-8c9116ce72ac · inbound

Component-Aware Self-Speculative Decoding in Hybrid Language Models cites this paper.

Component-Aware Self-Speculative Decoding in Hybrid Language Models KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-06-03T02:05:13.716906Z

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 08384a70-a311-4916-942e-8b881312c5dc · 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 KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-06-03T02:05:13.716906Z

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.