Paper Citation Record · LEDGER

Utility-Driven Speculative Decoding for Mixture-of-Experts

As of 8 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 4 inbound Pith citation observations for arXiv:2506.20675.

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

pith.paper-citation-record.v1
2506.20675 v1

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:14:56.079361Z

measured 57 of 57 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T04:28:45.522404Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:36:10.720806Z

Reference resolution

53 of 53 outbound references displayed

verified exact1
verified fuzzy0
unresolved52
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6f73df3a-71cd-42f2-b5e0-70fd273d4f4d · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Utility-Driven Speculative Decoding for Mixture-of-Experts Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:52.424352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83560db0-789c-415f-b9f2-27823ddbf0c0 · outbound

This paper cites GPT-4 Technical Report.

Utility-Driven Speculative Decoding for Mixture-of-Experts GPT-4 Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:52.478908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7631485e-c9d8-4d16-9276-eab63226ce5f · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:15:00.186601Z

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 1d64126f-2f7e-4af2-9ce2-ffface2e9994 · outbound

This paper cites Dynamic Depth Decoding: Faster Speculative Decoding for LLMs.

Utility-Driven Speculative Decoding for Mixture-of-Experts Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:52.633170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f2f0143-f695-4ccb-8124-05d4fc9139b8 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:15:00.068809Z

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 d8166bad-cdbb-425a-a17b-2d8179c35fb5 · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

Utility-Driven Speculative Decoding for Mixture-of-Experts Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:52.795714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6def1a7-23f0-41d1-80bb-0bd4afe8df89 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:59.874024Z

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 6959314a-28bb-45d3-a691-2f7ff9751ea2 · outbound

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

Utility-Driven Speculative Decoding for Mixture-of-Experts Accelerating Large Language Model Decoding with Speculative Sampling

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:53.003410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b4252f0-ae17-424a-b84a-85202c179bba · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Utility-Driven Speculative Decoding for Mixture-of-Experts Evaluating Large Language Models Trained on Code

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:53.099227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37362ddd-1f51-42b7-93df-68140225e8db · outbound

This paper cites Recurrent Drafter for Fast Speculative Decoding in Large Language Models.

Utility-Driven Speculative Decoding for Mixture-of-Experts Recurrent Drafter for Fast Speculative Decoding in Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:53.221956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 804bee9f-ae1d-493a-8e10-c504ff16ac08 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Utility-Driven Speculative Decoding for Mixture-of-Experts Training Verifiers to Solve Math Word Problems

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:53.325584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbaea358-9d8f-47a7-b355-e8739a1cbaa1 · outbound

This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.

Utility-Driven Speculative Decoding for Mixture-of-Experts DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:53.437157Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4747b638-1bc0-4d2f-8f4a-e06bb5f881be · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:59.696219Z

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 cd5e60b4-63c2-4d44-bffd-d7a36bae5be5 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:59.563201Z

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 23093c00-de6c-4409-a313-0bc7eecfaf18 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:59.362275Z

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 e5726bdf-7419-4766-b1ea-751d99b1bc7d · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:59.175697Z

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 abca8478-8e00-436d-b535-28a7bb5a4152 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:58.986260Z

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 efb874c4-fcc8-4407-92a3-bf83ff528c7b · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:58.806398Z

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 ac47b9d7-505e-4f16-b4ac-51d7b8f9004c · outbound

This paper cites The Llama 3 Herd of Models.

Utility-Driven Speculative Decoding for Mixture-of-Experts The Llama 3 Herd of Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.008926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff751fca-8aea-4800-870f-a05ffaa735cd · outbound

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

Utility-Driven Speculative Decoding for Mixture-of-Experts DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.097156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c05730d-81fb-490f-a9a6-ed0bb62fc5f9 · outbound

This paper cites MiLo: Efficient Quantized MoE Inference with Mixture of Low-Rank Compensators.

Utility-Driven Speculative Decoding for Mixture-of-Experts MiLo: Efficient Quantized MoE Inference with Mixture of Low-Rank Compensators

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.173096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3be31d16-5807-465a-addd-17f4998d23fd · outbound

This paper cites Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference.

Utility-Driven Speculative Decoding for Mixture-of-Experts Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.224683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53af91d6-f9e2-456c-85f5-df2be0d9083e · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:58.642538Z

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 51691e1c-1a9c-48d9-af64-5951b2f7f910 · outbound

This paper cites Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference.

Utility-Driven Speculative Decoding for Mixture-of-Experts Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.445363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 530d3502-1dee-4972-ac76-edace8ca02c2 · outbound

This paper cites Mixtral of Experts.

Utility-Driven Speculative Decoding for Mixture-of-Experts Mixtral of Experts

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.493548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52f83e3b-8574-4c71-bd51-cf53fe3856e3 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.577887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 890a7bec-e2a9-4797-a888-7de1c51c5eea · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:58.498875Z

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 44dfcb34-477f-4e60-9769-6621c604cbc9 · outbound

This paper cites EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees.

Utility-Driven Speculative Decoding for Mixture-of-Experts EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.701269Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453f67fe-7c45-450a-9a99-a557e5cdd022 · outbound

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

Utility-Driven Speculative Decoding for Mixture-of-Experts EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.741823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a5189a6-76aa-4197-ac00-0c1d01ecc0a4 · outbound

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

Utility-Driven Speculative Decoding for Mixture-of-Experts EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.788851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aae5d117-b459-44fc-a0df-b8277c46f359 · outbound

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

Utility-Driven Speculative Decoding for Mixture-of-Experts AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.845630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9232a1be-33ef-4978-88d1-d1bb1c89ed4e · outbound

This paper cites PEARL: Parallel Speculative Decoding with Adaptive Draft Length.

Utility-Driven Speculative Decoding for Mixture-of-Experts PEARL: Parallel Speculative Decoding with Adaptive Draft Length

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.900212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fbf9cb5-b3a1-431b-bf38-3d30192905e0 · outbound

This paper cites TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput.

Utility-Driven Speculative Decoding for Mixture-of-Experts TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.969189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6da3bc2-082f-46d0-9da6-9178e76c524d · outbound

This paper cites Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models.

Utility-Driven Speculative Decoding for Mixture-of-Experts Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.020548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0f92700-b4cc-4235-860b-69d17bdbe66e · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:58.337164Z

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 be4c6a01-978d-40ca-8115-419e8370841b · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:58.182740Z

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 3185bc7f-c6ad-4a8e-ab58-a47798592374 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:58.040086Z

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 d46a6b7c-8462-4872-bb47-4e0e460450d4 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:57.947554Z

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 60f36d2d-dfa2-43ab-99fc-b1d79887aa9d · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

Utility-Driven Speculative Decoding for Mixture-of-Experts Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.406594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ba73d21-10a4-41c2-9789-5f33b614f013 · outbound

This paper cites Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference.

Utility-Driven Speculative Decoding for Mixture-of-Experts Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.452298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2425996-ed1e-4233-a0dd-15719ea5a382 · outbound

This paper cites Accelerating LLM Inference with Staged Speculative Decoding.

Utility-Driven Speculative Decoding for Mixture-of-Experts Accelerating LLM Inference with Staged Speculative Decoding

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.504128Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ddbbffa-219a-466e-924b-0691222bb51f · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:57.803960Z

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 0e5bdbf0-a236-4728-bcf7-a4fdd9315ea0 · outbound

This paper cites No Language Left Behind: Scaling Human-Centered Machine Translation.

Utility-Driven Speculative Decoding for Mixture-of-Experts No Language Left Behind: Scaling Human-Centered Machine Translation

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.606985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d09a6dd-3dd0-4d83-8ea2-fd8d4d9159df · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:57.651634Z

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 3ed198bd-90f4-4fcb-80e9-4c6931c76880 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:57.522268Z

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 7e37f1dc-7503-4204-ae7c-9edb206a4cc8 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:57.394817Z

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 b5705d1d-83a9-4439-b435-90cfa9e35ed0 · outbound

This paper cites MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router.

Utility-Driven Speculative Decoding for Mixture-of-Experts MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.827299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c92f44ed-cc2f-4527-a0d4-d285e9e54eb4 · outbound

This paper cites Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation.

Utility-Driven Speculative Decoding for Mixture-of-Experts Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.841394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec1ec03c-b7ef-4a74-869a-e3b3da3448ff · outbound

This paper cites Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative Decoding.

Utility-Driven Speculative Decoding for Mixture-of-Experts Ouroboros: Generating Longer Drafts Phrase by Phrase for Faster Speculative Decoding

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:14:56.291710Z

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 dd3046a1-b0e2-4d21-9e94-cf28232724bb · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:57.283056Z

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 8c8c5635-9604-4591-ab5f-7b0e948b50d4 · outbound

This paper cites an unresolved cited work.

Utility-Driven Speculative Decoding for Mixture-of-Experts Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:14:57.156113Z

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 4c368ac5-b211-43bf-8e7d-96065aa81c87 · outbound

This paper cites OLMoE: Open Mixture-of-Experts Language Models.

Utility-Driven Speculative Decoding for Mixture-of-Experts OLMoE: Open Mixture-of-Experts Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.238260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d20d6842-65da-460c-9b2b-fb44856cbb26 · outbound

This paper cites arXiv preprint arXiv:2503.05096.

Utility-Driven Speculative Decoding for Mixture-of-Experts arXiv preprint arXiv:2503.05096

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.347263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9da5fa3b-7c26-42ef-a604-ca389c5fe1ca · 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 Utility-Driven Speculative Decoding for Mixture-of-Experts

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-10T11:30:18.560438Z

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 c559ebae-9e36-44ca-9ffb-04ce5334c854 · inbound

Rethinking Network Topologies for Cost-Effective Mixture-of-Experts LLM Serving cites this paper.

Rethinking Network Topologies for Cost-Effective Mixture-of-Experts LLM Serving Utility-Driven Speculative Decoding for Mixture-of-Experts

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:36:10.729634Z

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 c573f878-a027-4abd-8d3d-97545a536310 · inbound

Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding cites this paper.

Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding Utility-Driven Speculative Decoding for Mixture-of-Experts

Reference 27

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T15:31:05.509027Z

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 d2e98d84-367e-4c92-bfcd-7f427db58668 · inbound

AcceptMoE: Commitment-Weighted Self-Sizing Verifier Expert Sets for Efficient MoE Speculative Decoding cites this paper.

AcceptMoE: Commitment-Weighted Self-Sizing Verifier Expert Sets for Efficient MoE Speculative Decoding Utility-Driven Speculative Decoding for Mixture-of-Experts

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T04:28:45.522404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.