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Paper Citation Record · LEDGER

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models

As of 23 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.11742.

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

pith.paper-citation-record.v1
2608.11742 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:35:51.885425Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

25 of 25 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved23
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 80fe48fe-e570-4711-96a9-25610aee8b32 · outbound

This paper cites Program Synthesis with Large Language Models.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Program Synthesis with Large Language Models

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.800987Z digest=sha256:09924bfcbe81b2691f6ae944200a8f31aca0c1ce89c376802a82adb52991897d

Observation f09a73af-db32-4773-8f29-032485f5b88a · outbound

This paper cites LLaDA2.0: Scaling Up Diffusion Language Models to 100B.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Reference 4

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source=pdf_text observed=2026-08-16T00:35:51.812827Z digest=sha256:eff3a8fa8bbd11062b756e9759c3e8484bdf54144fc31d1d679915b9558bc4d8

Observation 7b75d816-dc67-4a60-b47a-66698ee5e7e6 · outbound

This paper cites an unresolved cited work.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Unresolved cited work

Reference 5

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raw_fallback, observed 2026-08-16T00:35:52.918645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T00:35:51.816457Z digest=sha256:08e3bf559c9370aa6d70f3537721364a8300efea0dceb8d41cbb643f669d0203

Observation 3a79092f-45af-486f-8312-2728a81405ce · outbound

This paper cites SDAR: A synergistic diffusion- autoregression paradigm for scalable sequence generation.CoRR, abs/2510.06303,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models SDAR: A synergistic diffusion- autoregression paradigm for scalable sequence generation.CoRR, abs/2510.06303,

Reference 7

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.823669Z digest=sha256:d192caee711bc651aed4818841f65842cb54dfd4157c44c83a7c44600dc10f32

Observation 18241816-9c0b-4935-a804-7bd8de2e8f39 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Training Verifiers to Solve Math Word Problems

Reference 8

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no resolver link, observed 2026-08-16T00:35:51.827153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.827153Z digest=sha256:7540dc76fb7c4ce060722db1a8d87fe20b6f2841a9ecc239aea1a64e2504c922

Observation 90bd4f3b-8efb-4941-99cb-ccc5c797f9fe · outbound

This paper cites From bits to rounds: Parallel decoding with exploration for diffusion language models.CoRR, abs/2511.21103,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models From bits to rounds: Parallel decoding with exploration for diffusion language models.CoRR, abs/2511.21103,

Reference 9

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no resolver link, observed 2026-08-16T00:35:51.830352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.830352Z digest=sha256:f416fd50ee6cf63ebbb6f0c8977ef200528ac62bcee4a49ef714723f09cb9606

Observation 08d28d73-5245-4e5c-9010-e075d35e5b67 · outbound

This paper cites Wide-in, narrow-out: Revokable decoding for efficient and effective dllms.CoRR, abs/2507.18578,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Wide-in, narrow-out: Revokable decoding for efficient and effective dllms.CoRR, abs/2507.18578,

Reference 10

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no resolver link, observed 2026-08-16T00:35:51.833781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.833781Z digest=sha256:e5b90ffc0706492671117415a56b122f49dd51eb63f5a766a3075d10a4e3c82d

Observation 87449543-6c90-4d57-9ee7-d433c0b560c8 · outbound

This paper cites KLASS: kl-guided fast inference in masked diffusion models.CoRR, abs/2511.05664,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models KLASS: kl-guided fast inference in masked diffusion models.CoRR, abs/2511.05664,

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.836975Z digest=sha256:22d902424d5b3089adab6bdd3c6755c1097f603cfc0490b85e5e754b9df3067e

Observation 2bef5687-5a43-473e-aa76-1ddec843e0e4 · outbound

This paper cites Why diffusion language models struggle with truly parallel (non-autoregressive) decoding?CoRR, abs/2602.23225,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Why diffusion language models struggle with truly parallel (non-autoregressive) decoding?CoRR, abs/2602.23225,

Reference 12

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no resolver link, observed 2026-08-16T00:35:51.840567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.840567Z digest=sha256:c07f5fa7172f3cdd181b3129ab0284bc5419ef677204b9643ab2414be6cd3335

Observation b792334f-0645-4dbc-aaf5-0a8c7a05d3cf · outbound

This paper cites Large Language Diffusion Models.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Large Language Diffusion Models

Reference 15

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source=pdf_text observed=2026-08-16T00:35:51.850436Z digest=sha256:f88ea48f2e7636e9953ed6e23d2041f89bbebf9378c8a1fbb8a0d8537bdd2123

Observation f90c0838-a8e1-4d28-aadb-132512661d3f · outbound

This paper cites Accelerating dif- fusion large language models with slowfast sampling: The three golden principles.CoRR, abs/2506.10848,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Accelerating dif- fusion large language models with slowfast sampling: The three golden principles.CoRR, abs/2506.10848,

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.854185Z digest=sha256:c90f26f946150bacd3fde64000489f53f63a1563f35fc5e5414a939fc1c33143

Observation ac12d01c-a759-478d-964e-b2d93b9afbc7 · outbound

This paper cites Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.857444Z digest=sha256:43c9e1ddb0c6f2c6a123705711ed3d98955ced3965af82e1b52daeac81636109

Observation aa6a5fb7-5493-46e3-954b-b751f6583f69 · outbound

This paper cites Free draft-and-verification: Toward lossless parallel decoding for diffusion large language models.CoRR, abs/2510.00294,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Free draft-and-verification: Toward lossless parallel decoding for diffusion large language models.CoRR, abs/2510.00294,

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.861346Z digest=sha256:8ffe2992393c88142ea861fcc6c5fc8ca6cbd03de16ffc28f8c863b903b41353

Observation 6be4b03d-44c5-4de0-91e3-a1033814dd74 · outbound

This paper cites Lopa: Scaling dllm inference via lookahead parallel decoding.CoRR, abs/2512.16229,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Lopa: Scaling dllm inference via lookahead parallel decoding.CoRR, abs/2512.16229,

Reference 19

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source=pdf_text observed=2026-08-16T00:35:51.864677Z digest=sha256:130fc199371c44b028eb41ba60a4cd699ce83b996729bbc06576f157900dbccb

Observation b57edc12-5694-4a86-88d9-8dd413cbd3c5 · outbound

This paper cites Qwen3 Technical Report.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Qwen3 Technical Report

Reference 20

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.868026Z digest=sha256:2c81b57c6d6bbdff24622a20af76cc0bc704d5ece49e2a72e78e40733c05d712

Observation 0ab8559b-6c32-4644-a0f5-cbc276b0062d · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Dream 7B: Diffusion Large Language Models

Reference 21

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no resolver link, observed 2026-08-16T00:35:51.871362Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.871362Z digest=sha256:643dee2a131f30bfe5285857cea044a66ca50d5464c18f4dc00357a60e2a07b8

Observation 64e65044-a65d-40fc-9f7a-0e9bb87cec73 · outbound

This paper cites Rejection mixing: Fast semantic propagation of mask tokens for efficient DLLM inference.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Rejection mixing: Fast semantic propagation of mask tokens for efficient DLLM inference

Reference 22

Resolution
verified exact
raw_fallback, observed 2026-08-16T00:35:52.047767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T00:35:51.874945Z digest=sha256:2df468b1d46259f5eeb0524ba20a57b45df778ab3667e2bd6676ce5c0a24dc7a

Observation d4b5928e-bebf-48db-8a36-448218071f58 · outbound

This paper cites LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models LLaDA 1.5: Variance-Reduced Preference Optimization for Large Language Diffusion Models

Reference 23

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no resolver link, observed 2026-08-16T00:35:51.878379Z

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source=pdf_text observed=2026-08-16T00:35:51.878379Z digest=sha256:26f3c963f9c3b7ba1ca678e4c78517865eb8c646ae47719702213c473838d38c

Observation 4de2d2e4-4dcb-4c37-8874-33f9a73bd6ac · outbound

This paper cites Accelerating masked image generation by learning latent controlled dynamics.CoRR, abs/2602.23996,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Accelerating masked image generation by learning latent controlled dynamics.CoRR, abs/2602.23996,

Reference 24

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source=pdf_text observed=2026-08-16T00:35:51.881984Z digest=sha256:37459a0b5334011617023f77d567947bb32ba7ab7baa9d723cc285ac33ca0a98

Observation a95d5c7b-081b-4487-82f2-d65f627f490a · outbound

This paper cites KLASS (Kim et al., 2025), EB- Sampler (Ben-Hamu et al., 2025), and WINO (Hong et al.,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models KLASS (Kim et al., 2025), EB- Sampler (Ben-Hamu et al., 2025), and WINO (Hong et al.,

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-16T00:35:52.897566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T00:35:51.885425Z digest=sha256:25b7abb8ed9d71772aec88fc84e40faff5500bbb7e3af3adc47d15154a81ac5b

Observation 0b931ba7-5079-464a-a8f6-9ae1de4d294f · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Evaluating Large Language Models Trained on Code

Reference 2020

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.820068Z digest=sha256:34c827db85442aef3a9f81fad86955442ecaff1f2ed97892cc2148a4d6fdf9b0

Observation e97e7f7b-d7c6-46f6-bef8-af6397fa1f08 · outbound

This paper cites Learning to parallel: Accelerating diffu- sion large language models via adaptive parallel decoding.CoRR, abs/2509.25188,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Learning to parallel: Accelerating diffu- sion large language models via adaptive parallel decoding.CoRR, abs/2509.25188,

Reference 2021

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.805045Z digest=sha256:1e86f7962ead67a04b59b64bf58b6b473271d33f3318609d02c2bb8d795c3151

Observation 1d727041-d0ab-48d4-858b-44a10cd0118e · outbound

This paper cites DAWN: dependency-aware fast inference for diffusion llms.CoRR, abs/2602.06953,.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models DAWN: dependency-aware fast inference for diffusion llms.CoRR, abs/2602.06953,

Reference 2024

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.847135Z digest=sha256:9bc6fb139ef7ecfab8ac67063529f4527bf11dc2a44fa7fb10a7424bfc763282

Observation 48c7bb85-cd45-4f30-807c-53dbdf7a7191 · outbound

This paper cites Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking

Reference 2025

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source=pdf_text observed=2026-08-16T00:35:51.808578Z digest=sha256:03e89d40c726079605f70d463a0475c81ec796b35454e2dc751ac6d3870fb3ea

Observation 83349fd1-f142-414f-bb4b-e9997659f49b · outbound

This paper cites Let’s verify step by step.

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models Let’s verify step by step

Reference 2026

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:35:51.843765Z digest=sha256:bdbaecd61334d58da211b8af0ad8c7b30a2de78d7efce4d632185012a6091cff

Pith citing papers

No inbound Pith citation observations are available.