Paper Citation Record · LEDGER

DistillSpec: Improving Speculative Decoding via Knowledge Distillation

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 35 inbound Pith citation observations for arXiv:2310.08461.

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

pith.paper-citation-record.v1
2310.08461 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 35 of 35 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:17:34.809724Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-07T12:33:45.223304Z

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 e4a442cb-e226-4140-aacd-08688ccc9fa1 · inbound

EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty cites this paper.

EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 86

Resolution: verified exact; arxiv_id, observed 2026-05-15T00:15:49.446512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 087c0625-d3bf-4201-aa5d-924b5e734b42 · inbound

A Survey on Efficient Inference for Large Language Models cites this paper.

A Survey on Efficient Inference for Large Language Models DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 238

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:39:33.345622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1ef0aa40-0f47-4ca8-a18e-1bd8b9d55247 · inbound

FastDraft: How to Train Your Draft cites this paper.

FastDraft: How to Train Your Draft DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-12T19:05:26.245187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 404b26de-7ee0-4361-92a1-62b004223bc9 · inbound

Continuous Speculative Decoding for Autoregressive Image Generation cites this paper.

Continuous Speculative Decoding for Autoregressive Image Generation DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-12T18:38:40.745600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8bcaf73-917d-478c-8fad-6b701a3a0a92 · inbound

Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration cites this paper.

Speculative Decoding with CTC-based Draft Model for LLM Inference Acceleration DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T13:15:07.306486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcd60f6c-a7d5-47c5-80ca-f0d8753e08a4 · inbound

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models cites this paper.

Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:55:45.185076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21343ec9-b6c2-4a71-b713-c5e9db24fc01 · inbound

Deploying Foundation Model Powered Agent Services: A Survey cites this paper.

Deploying Foundation Model Powered Agent Services: A Survey DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 221

Resolution: unresolved; no resolver link, observed 2026-08-11T13:09:46.837768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 510fd849-a333-4fc4-9760-abf6eed869f3 · inbound

Dovetail: A CPU/GPU Heterogeneous Speculative Decoding for LLM inference cites this paper.

Dovetail: A CPU/GPU Heterogeneous Speculative Decoding for LLM inference DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-11T04:24:35.970411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa0008c6-35cd-4a3d-ae8c-58c15eda4c8b · inbound

AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding cites this paper.

AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-10T17:39:10.510440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13cc53f-76d5-4775-be7a-e2b7ecdc3e84 · inbound

Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding cites this paper.

Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T11:11:44.676440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69275d1a-5eef-44ff-873e-3934041833df · inbound

Scaling Laws for Speculative Decoding cites this paper.

Scaling Laws for Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:17:34.809724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b576094-5321-4ee9-8318-0475139b2a00 · inbound

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

Automatic Task Detection and Heterogeneous LLM Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T21:57:56.257387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bb4d899-dbc4-40df-b592-5c18781b0316 · inbound

Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission cites this paper.

Communication-Efficient Hybrid Language Model via Uncertainty-Aware Opportunistic and Compressed Transmission DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:55:06.627130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bb6186d-b056-45b1-953a-ddd20e647f17 · inbound

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism cites this paper.

Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:02:08.525545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a9bc832-48cb-4826-8daa-3bbb2b0917e5 · inbound

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

Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T11:16:28.077477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99d07777-dba2-4eb5-9393-211a2c141e1a · inbound

Adaptive Accompaniment with ReaLchords cites this paper.

Adaptive Accompaniment with ReaLchords DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T00:15:09.837793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f4ae029-ae34-4189-9f5e-e36b654fd968 · inbound

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential cites this paper.

Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-06T17:06:09.036061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81bbfd8e-ab94-4f7e-8c4a-830767f993fe · inbound

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding cites this paper.

Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T19:31:39.016413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5614248d-8aa6-46f0-bc91-1d544753a781 · inbound

Multi-Token Prediction via Self-Distillation cites this paper.

Multi-Token Prediction via Self-Distillation DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:47:28.262630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4f7b8f5c-e880-44e3-aa82-045c3d16dbdc · inbound

A Survey of On-Policy Distillation for Large Language Models cites this paper.

A Survey of On-Policy Distillation for Large Language Models DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T23:08:25.270889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 05d11168-72e9-4112-8336-b7ad24b39472 · inbound

A Survey of On-Policy Distillation for Large Language Models cites this paper.

A Survey of On-Policy Distillation for Large Language Models DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T09:39:57.328371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3fe78969-9669-4c79-93e7-6a3cd2fbee68 · inbound

ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios cites this paper.

ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:10:03.103157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b4a9678a-31a1-40c8-9994-6ca5656132ab · inbound

Acceptance Dynamics Across Cognitive Domains in Speculative Decoding cites this paper.

Acceptance Dynamics Across Cognitive Domains in Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:55:21.048444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 20436695-608a-40d5-901a-457577fd7c1c · inbound

Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation cites this paper.

Position-Aware Drafting for Inference Acceleration in LLM-Based Generative List-Wise Recommendation DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:06:29.899708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 258c5e3a-e22c-445a-ad41-2a9ed9f5a079 · inbound

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

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:30:57.110159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 344186f5-b09b-4143-a1d1-ac9f86243cf0 · inbound

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

SpecBlock: Block-Iterative Speculative Decoding with Dynamic Tree Drafting DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:51:26.109762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8be9c211-5165-4cd5-8c7d-249fc459126d · inbound

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding cites this paper.

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:26:24.724785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c8000ee0-8635-417a-b30e-55bfb04f0e12 · inbound

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

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:42:39.736177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 68083a28-7bc6-493a-885c-b9301c3f2cec · inbound

Draft-OPD: On-Policy Distillation for Speculative Draft Models cites this paper.

Draft-OPD: On-Policy Distillation for Speculative Draft Models DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-06-29T07:53:14.401093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cee1331c-1662-4fb7-8df0-0b7c2ec82b4d · inbound

DFlare: Scaling Up Draft Capacity for Block Diffusion Speculative Decoding cites this paper.

DFlare: Scaling Up Draft Capacity for Block Diffusion Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 44

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:56:21.038964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8b59ceae-e408-46a7-980d-fb43866fcd83 · inbound

Knowledge Distillation for Visual Autoregressive Models cites this paper.

Knowledge Distillation for Visual Autoregressive Models DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 57

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:36:56.844131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 36694250-791d-4f37-9974-e214f90b524b · inbound

Weak-to-Strong Generalization via Direct On-Policy Distillation cites this paper.

Weak-to-Strong Generalization via Direct On-Policy Distillation DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-07-07T12:33:45.224634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fe7aab0c-affa-4812-afc1-8f3420495a68 · inbound

Weak-to-Strong Generalization via Direct On-Policy Distillation cites this paper.

Weak-to-Strong Generalization via Direct On-Policy Distillation DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-11T07:01:56.628017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1df54c87-0aca-4d63-a374-2a5ce7da4820 · inbound

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

AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T01:22:13.884718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d9a0d3b-0c2d-4d8f-bcde-c13d645c6218 · inbound

AdaMTP: An Adaptive Training Paradigm for Multi-Token Prediction cites this paper.

AdaMTP: An Adaptive Training Paradigm for Multi-Token Prediction DistillSpec: Improving Speculative Decoding via Knowledge Distillation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T15:25:35.655628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.