Paper Citation Record · LEDGER

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

As of 8 August 2026, this Paper Citation Record lists 11 of 11 outbound references and 5 inbound Pith citation observations for arXiv:2507.12000.

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

pith.paper-citation-record.v1
2507.12000 v2

Coverage vector

measured 11 of 11 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:05:02.856609Z

measured 16 of 16 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:36:18.592235Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T14:12:58.643922Z

Reference resolution

11 of 11 outbound references displayed

verified exact1
verified fuzzy6
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4afb29b-847d-4df6-98b1-2d8368883d3b · outbound

This paper cites write newline.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T17:05:01.635504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e214945-4be2-4d98-a1a8-0cbdde3d1461 · outbound

This paper cites A., Riyadi, M.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding A., Riyadi, M

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:05:04.149851Z

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 fbc0c399-4d05-4335-8d46-267fdbd48f88 · outbound

This paper cites A., Muthanna, A., Makolkina, M., and Koucheryavy, A.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding A., Muthanna, A., Makolkina, M., and Koucheryavy, A

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:05:03.981628Z

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 664d0164-fdc2-450c-b370-77c2d34e4da5 · outbound

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

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding Accelerating Large Language Model Decoding with Speculative Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T17:05:02.015935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca930a02-cc89-482a-b923-e3d19fb3082a · outbound

This paper cites H., Chong, K.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding H., Chong, K

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:05:03.844393Z

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 21b24a98-50b1-46c0-8bd2-5bd6c9f8990d · outbound

This paper cites Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T17:05:02.313837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ab9c41d-7c31-44c8-83ed-f829dc17ba0b · outbound

This paper cites Hybrid slm and llm for edge-cloud collaborative inference.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding Hybrid slm and llm for edge-cloud collaborative inference

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:05:03.665571Z

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 4fa71f0b-44bf-4c53-9d07-700c6e68575f · outbound

This paper cites Fast inference from transformers via speculative decoding.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding Fast inference from transformers via speculative decoding

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T17:05:02.577201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87813549-5074-4d4a-9217-32a086a73519 · outbound

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

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding Uncertainty-Aware Hybrid Inference with On-Device Small and Remote Large Language Models

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-06T17:05:03.040669Z

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 db6255ef-0a8a-4839-9c53-890ba040d977 · outbound

This paper cites and Li, X.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding and Li, X

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:05:03.492669Z

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 0cf0a97d-322c-4fcd-9b12-d7ba76cf2fcd · outbound

This paper cites Edge and terminal cooperation enabled llm deployment optimization in wireless network.

DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding Edge and terminal cooperation enabled llm deployment optimization in wireless network

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T17:05:03.307567Z

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.

Pith citing papers

Observation f9c76d89-1253-4849-a2c6-229ee925b2ab · inbound

WISP: Waste- and Interference-Suppressed Distributed Speculative LLM Serving at the Edge via Dynamic Drafting and SLO-Aware Batching cites this paper.

WISP: Waste- and Interference-Suppressed Distributed Speculative LLM Serving at the Edge via Dynamic Drafting and SLO-Aware Batching DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-16T14:12:58.646335Z

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 7de111c9-26ef-4b8d-86ff-ef1f53fbe64b · inbound

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference cites this paper.

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:25:22.827337Z

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 21e8d8a6-4a61-4040-9a6c-fe1a94b3c117 · inbound

CoVSpec: Efficient Device-Edge Co-Inference for Vision-Language Models via Speculative Decoding cites this paper.

CoVSpec: Efficient Device-Edge Co-Inference for Vision-Language Models via Speculative Decoding DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-09T05:55:31.580500Z

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 50603c84-6301-4705-b54b-b447c97d11af · inbound

Efficient and Privacy Aware Edge Cloud Collaborative Inference for Large Language Models cites this paper.

Efficient and Privacy Aware Edge Cloud Collaborative Inference for Large Language Models DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T06:42:15.700801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3882188b-0fda-4c61-a2bf-692a96cbc249 · inbound

AsymSpec: Efficient Cloud-Edge Speculative Decoding over Asymmetric Networks cites this paper.

AsymSpec: Efficient Cloud-Edge Speculative Decoding over Asymmetric Networks DSSD: Efficient Edge-Device LLM Deployment and Collaborative Inference via Distributed Split Speculative Decoding

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:18.592235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.