Pith. sign in

Paper Citation Record · LEDGER

ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 inbound Pith citation observations for arXiv:2503.13565.

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

pith.paper-citation-record.v1
2503.13565 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T15:48:05.456995Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

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

Speculative Decoding Meets Quantization: Compatibility Evaluation and Hierarchical Framework Design cites this paper.

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.

source=arxiv_source observed=2026-08-07T13:18:29.996636Z digest=sha256:499324cea32775d13843264984705bb38853136873a9eaf048a5c0c08ce420c9

Observation f9cb5908-6f59-4772-9756-0a9849356ca0 · inbound

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match cites this paper.

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-17T05:09:03.485715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T05:07:11.466066Z digest=sha256:63f79fb86fc12f448cd1b16e393e135e8ddefea81b9e064b13b7ae342094b598

Observation c2dce3a6-ff41-4567-90e6-4c0cde576dbd · inbound

ELMoE-3D: Leveraging Intrinsic Elasticity of MoE for Hybrid-Bonding-Enabled Self-Speculative Decoding in On-Premises Serving cites this paper.

ELMoE-3D: Leveraging Intrinsic Elasticity of MoE for Hybrid-Bonding-Enabled Self-Speculative Decoding in On-Premises Serving ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:30:18.564623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T11:28:26.169161Z digest=sha256:084840c91650f107b6ee240d5feda979c2d1f31272285d330f8e6ac798aee05c

Observation e2a5fd51-86bb-4174-ac5a-06cfceb98388 · inbound

Extreme Low-Bit Inference in Reasoning Models: Failure Modes and Targeted Recovery cites this paper.

Extreme Low-Bit Inference in Reasoning Models: Failure Modes and Targeted Recovery ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T23:26:21.876133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-28T14:26:41.243535Z digest=sha256:0e0ba421a2c0ddc7d1cf7202127a49d88593c331aac835a3851b2f379800095d

Observation 85835bdf-8a21-4e13-bce0-e53038b268d5 · 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 ML-SpecQD: Multi-Level Speculative Decoding with Quantized Drafts

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-08T15:48:05.456995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T15:48:05.456995Z digest=sha256:b1f53e9d6c285a4f400e0f392797aaa03476f15e3601c909a38ec012cb4d2469