Paper Citation Record · LEDGER

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design

As of 9 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2505.22179.

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

pith.paper-citation-record.v1
2505.22179 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:18:32.345644Z

measured 40 of 40 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy1
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 58650c14-9726-489a-9b49-5447373e4c8e · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:36.535762Z

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 63b3b26b-fbac-413d-8dee-ac3e4da040ea · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:36.381714Z

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 0ea6874e-a798-439e-a8ec-e025675d6efd · outbound

This paper cites Lee, Deming Chen, and Tri Dao.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Lee, Deming Chen, and Tri Dao

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:18:36.237449Z

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 f79386cb-c98a-48cb-9f73-97698de5c876 · outbound

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

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Accelerating Large Language Model Decoding with Speculative Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:29.367191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32ec4255-eb70-47cf-be20-eee1cc58e7b9 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Evaluating Large Language Models Trained on Code

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:29.458763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cec0dded-0613-463e-b3f2-cdb75fecf67d · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Training Verifiers to Solve Math Word Problems

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:29.557283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 359b7676-a33d-4887-8d7b-f868f68ddad8 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:36.045112Z

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 a7f27783-cd5f-41bf-84fd-5b72567b173b · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:29.719225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57536541-8cb9-4a81-a219-bdc31434d62e · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:35.884953Z

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 3746ed4d-8eca-448b-9c00-c0314a931b8e · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:29.910174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7daf7aec-f455-4b17-8072-cdc50c4c68b1 · outbound

This paper cites ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:29.996636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82caf387-f9d7-4b03-b44a-4a5448e1ef9c · outbound

This paper cites The Llama 3 Herd of Models.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design The Llama 3 Herd of Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:30.091099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ce3f8f3-b906-461f-b190-6df5dc25664e · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:30.172769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8ad1c54-9638-4c98-a263-89beb09e71eb · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:35.713421Z

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 09d81a85-3d6c-41c0-8503-4cb6ab591f0e · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:35.463935Z

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 3fba41bd-4d12-411f-aa6c-2cab5928ed1b · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:35.232001Z

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 91dc0e5f-4492-4cd3-a9ca-e7e90080e2fc · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:34.972450Z

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 8a288b4d-ade3-4f6e-8c09-af97cf82342f · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:34.863328Z

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 eb040449-d79f-468f-9fa0-04b210d28b16 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:34.714324Z

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 7ff463ed-dea6-46c4-9a96-73f3128841d5 · outbound

This paper cites EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:30.847622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b45db545-a4f6-4a82-a4fc-e3233582092f · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:34.580389Z

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 3b80d557-e8a1-4bc5-a814-d0d9c4f923fb · outbound

This paper cites QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:31.005285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6999f49-2025-40f6-aa5d-56fe0172909f · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:34.404397Z

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 5e056b12-b108-4d26-9060-c284025fe698 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:34.253479Z

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 402a2ff9-8acc-4518-b514-898fca669af9 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:34.117656Z

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 ac4280f5-5618-4eff-8e51-a0802c1b27ef · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:33.980850Z

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 41eecd0b-5bc0-4600-a10b-f48c2b6faeb9 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:33.847714Z

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 e29bcbc5-3761-43a8-a622-8178549a2cc7 · outbound

This paper cites Fast Transformer Decoding: One Write-Head is All You Need.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Fast Transformer Decoding: One Write-Head is All You Need

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:31.465503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 766eca5b-9954-45d5-b873-b20276c04555 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:33.736705Z

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 eb5a1c4f-ed55-40c2-817e-440bfcb4107f · outbound

This paper cites FlatQuant: Flatness Matters for LLM Quantization.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design FlatQuant: Flatness Matters for LLM Quantization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:31.651215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13708c35-1129-4200-9f60-9ec760260725 · outbound

This paper cites QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:31.708860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ed430fc-8247-4646-bd69-b78d31c2aec3 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:33.592003Z

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 6c459f8f-cbd7-4921-b319-5ecd988d62dc · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:33.451925Z

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 2d7a1aca-3a4b-4b4b-9d49-ae6d5f528aab · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:33.260463Z

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 714b484a-6a34-4218-8b9a-9bb2ae8603df · outbound

This paper cites QQQ: Quality Quattuor-Bit Quantization for Large Language Models.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design QQQ: Quality Quattuor-Bit Quantization for Large Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:31.964329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77ea28f8-3abc-40c0-ab47-ec8da79f0950 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-08-07T13:18:32.587058Z

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 6f87e3ac-cf99-48e3-94c9-7967cc8ed526 · outbound

This paper cites FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design FR-Spec: Accelerating Large-Vocabulary Language Models via Frequency-Ranked Speculative Sampling

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:32.094135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4319cd0-1258-40c6-9b9b-b05b4c526c29 · outbound

This paper cites an unresolved cited work.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T13:18:33.119187Z

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 91c4c2ee-a009-48df-ae4a-e562af70d962 · outbound

This paper cites online" 'onlinestring :=.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design online" 'onlinestring :=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:32.260985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5689af79-4e36-4f21-be59-39093b6eff40 · outbound

This paper cites write newline.

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design write newline

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T13:18:32.345644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.