Paper Citation Record · LEDGER

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation

As of 10 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2603.18599.

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

pith.paper-citation-record.v1
2603.18599 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T22:30:39.049531Z

measured 32 of 32 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 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

32 of 32 outbound references displayed

verified exact0
verified fuzzy0
unresolved31
parse uncertain1
malformed identifier0
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External citation measurements

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Outbound references

Observation 0eab7f02-e4e2-47e3-9b72-36d1e19959e2 · outbound

This paper cites ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 0fe2f794-ff2e-41c5-958f-7cf2675b1a9f · outbound

This paper cites Emerging Properties in Unified Multimodal Pretraining.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Emerging Properties in Unified Multimodal Pretraining

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 83da1a85-5a2d-43d2-8683-9fdba935b4cf · outbound

This paper cites Taming transformers for high-resolution image synthesis.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Taming transformers for high-resolution image synthesis

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 6dd1b3d4-1ba1-488d-901c-0893304a191b · outbound

This paper cites Sur la distance de deux lois de probabilit´e.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Sur la distance de deux lois de probabilit´e

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 2a228d0d-f3b7-464e-96c7-24630d11e982 · outbound

This paper cites Partiprompts benchmark.https:// parti.research.google/, 2022.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Partiprompts benchmark.https:// parti.research.google/, 2022

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 91630d00-7c24-47dd-a826-29dee5e605fa · outbound

This paper cites Clipscore: A reference-free evaluation met- ric for image captioning.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Clipscore: A reference-free evaluation met- ric for image captioning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 3c202cc7-06bb-40df-bf73-c9b7d822ddb2 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Advances in neural information processing systems, 30, 2017.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Gans trained by a two time-scale update rule converge to a local nash equilib- rium.Advances in neural information processing systems, 30, 2017

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 1dd14f88-8fa1-4cd6-a800-cbbb2bb62eac · outbound

This paper cites Openclip.Zenodo, 2021.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Openclip.Zenodo, 2021

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation f266651e-45c0-4be3-96fa-5b11cfe0b932 · outbound

This paper cites LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 4d9b5419-1b54-4e77-8868-fcfa1e1b0ac5 · outbound

This paper cites Vispec: Accelerating vision-language mod- els with vision-aware speculative decoding.arXiv preprint arXiv:2509.15235, 2025.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Vispec: Accelerating vision-language mod- els with vision-aware speculative decoding.arXiv preprint arXiv:2509.15235, 2025

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 6948246d-f858-40c9-b846-7090275b15c8 · outbound

This paper cites Fast inference from transformers via speculative decoding.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Fast inference from transformers via speculative decoding

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation b5e6fe24-da4e-4bfd-96d5-36f08a09f580 · outbound

This paper cites Eagle-2: Faster inference of language models with dynamic draft trees.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Eagle-2: Faster inference of language models with dynamic draft trees

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 3960aeba-6a92-4d98-9f43-0523ebced8ac · outbound

This paper cites Microsoft coco: Common objects in context.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Microsoft coco: Common objects in context

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 68de935d-430c-48c8-b6cd-1b6821744d63 · outbound

This paper cites Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation f5744713-63ca-40cf-bc4d-23ef6011cabf · outbound

This paper cites Specinfer: Accel- erating large language model serving with tree-based specu- lative inference and verification.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Specinfer: Accel- erating large language model serving with tree-based specu- lative inference and verification

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 9b5e363b-25fa-4b3f-ac4e-9934f495e092 · outbound

This paper cites Temperature- centric investigation of speculative decoding with knowledge distillation.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Temperature- centric investigation of speculative decoding with knowledge distillation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 0231638c-5bfc-47b9-aaee-a961440c6f19 · outbound

This paper cites LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation LANTERN++: Enhancing Relaxed Speculative Decoding with Static Tree Drafting for Visual Auto-regressive Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 37b2a9c2-e8e2-4d95-9ba8-42446c3a671e · outbound

This paper cites Zero-shot text-to-image generation.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Zero-shot text-to-image generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation a838a172-dc2c-44c4-91ad-8a5bd7ad0f77 · outbound

This paper cites Grouped speculative decoding for autoregressive im- age generation.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Grouped speculative decoding for autoregressive im- age generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

Source-reported events for the cited work

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Observation 8c142868-0f59-4d1f-adff-d98314344086 · outbound

This paper cites Spectr: Fast spec- ulative decoding via optimal transport.Advances in Neural Information Processing Systems, 36:30222–30242, 2023.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Spectr: Fast spec- ulative decoding via optimal transport.Advances in Neural Information Processing Systems, 36:30222–30242, 2023

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 06ad5465-0043-463d-a63d-26a872c336c0 · outbound

This paper cites Chameleon: Mixed-Modal Early-Fusion Foundation Models.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Chameleon: Mixed-Modal Early-Fusion Foundation Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 8d80676c-4d2b-49fb-9a9a-5fc0ba93e8bd · outbound

This paper cites Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 5b0cee1c-fcfc-4723-b34f-9e8a150d45db · outbound

This paper cites an unresolved cited work.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Unresolved cited work

Reference 23

Resolution: parse uncertain; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation e69b7ae9-d02d-4452-901d-d73e81928d26 · outbound

This paper cites Speculative jacobi-denoising decoding for acceler- ating autoregressive text-to-image generation.arXiv preprint arXiv:2510.08994, 2025.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Speculative jacobi-denoising decoding for acceler- ating autoregressive text-to-image generation.arXiv preprint arXiv:2510.08994, 2025

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 02c91102-88ff-4c07-a22f-ccd7a790996d · outbound

This paper cites Neural discrete representation learning.Advances in neural information pro- cessing systems, 30, 2017.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Neural discrete representation learning.Advances in neural information pro- cessing systems, 30, 2017

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 5f7ca41c-183a-4ce1-9058-7cc90a07962a · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30, 2017.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Attention is all you need.Advances in neural information processing systems, 30, 2017

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation b0cbe0d0-17e6-4396-9f84-8175fd1df2eb · outbound

This paper cites Various techniques used in con- nection with random digits.John von Neumann, Collected Works, 5:768–770, 1963.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Various techniques used in con- nection with random digits.John von Neumann, Collected Works, 5:768–770, 1963

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation f3e0a3ff-a104-4265-a104-188c03b30ca6 · outbound

This paper cites Emu3: Next-Token Prediction is All You Need.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Emu3: Next-Token Prediction is All You Need

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation ae253437-bfd1-41a2-bbd6-a9941f58e524 · outbound

This paper cites Janus: Decoupling visual encod- ing for unified multimodal understanding and generation.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Janus: Decoupling visual encod- ing for unified multimodal understanding and generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 5e9c9352-0812-42bb-acb6-6329bf75b041 · outbound

This paper cites Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation a17781c9-5c22-4e26-a0ba-b90670dd7a8f · outbound

This paper cites Scaling Autoregressive Models for Content-Rich Text-to-Image Generation.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Scaling Autoregressive Models for Content-Rich Text-to-Image Generation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Observation 64cd99af-a0b5-4ead-b3d5-22004185611a · outbound

This paper cites Group critical-token policy optimiza- tion for autoregressive image generation.arXiv preprint arXiv:2509.22485, 2025.

SJD-PAC: Accelerating Speculative Jacobi Decoding via Proactive Drafting and Adaptive Continuation Group critical-token policy optimiza- tion for autoregressive image generation.arXiv preprint arXiv:2509.22485, 2025

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-13T22:30:39.049531Z

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Pith citing papers

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