Paper Citation Record · LEDGER

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation

As of 20 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 2 inbound Pith citation observations for arXiv:2505.03983.

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

pith.paper-citation-record.v1
2505.03983 v2

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:55:23.498874Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:58:13.879175Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T17:52:33.195510Z

Reference resolution

19 of 19 outbound references displayed

verified exact1
verified fuzzy3
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 59036996-2626-4558-8463-5caaeab5ae66 · outbound

This paper cites Accelerated Diffusion Models via Speculative Sampling.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Accelerated Diffusion Models via Speculative Sampling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.456727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5034549a-3525-41f8-8577-a601326bfb69 · outbound

This paper cites Sampling from the sherrington-kirkpatrick gibbs measure via algorithmic stochastic localization.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Sampling from the sherrington-kirkpatrick gibbs measure via algorithmic stochastic localization

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:55:23.771734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ddc04d3b-b2e0-4543-8eee-41322743048c · outbound

This paper cites CLIPScore: A Reference-free Evaluation Metric for Image Captioning.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation CLIPScore: A Reference-free Evaluation Metric for Image Captioning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.467331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f7701af-3d89-4130-b9af-b79724d18ad7 · outbound

This paper cites Simplifying, Stabilizing and Scaling Continuous-Time Consistency Models.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Simplifying, Stabilizing and Scaling Continuous-Time Consistency Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.470478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe9349e8-0fef-42d5-9e44-e5bac331ccf6 · outbound

This paper cites DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.474096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 411dac14-211d-4bd1-a34b-67a8837f9789 · outbound

This paper cites What Matters in Learning from Offline Human Demonstrations for Robot Manipulation.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation What Matters in Learning from Offline Human Demonstrations for Robot Manipulation

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.477634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc7d4207-1485-47c3-8ae6-3b0a21f9f3f2 · outbound

This paper cites On Distillation of Guided Diffusion Models.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation On Distillation of Guided Diffusion Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.480969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0096d2c4-8478-4c02-93f1-22a443c5267e · outbound

This paper cites Sampling, Diffusions, and Stochastic Localization.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Sampling, Diffusions, and Stochastic Localization

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.484225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3afee51a-5640-4edb-a701-b7b0ec573481 · outbound

This paper cites GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.487772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dcc446dd-6b63-4889-9a72-15154a1a7a63 · outbound

This paper cites Mathematical Preliminaries In this section, we state some standard results from probability that we use Lemma 6 (Pinsker’s Inequality (Van Handel, 2014)).

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Mathematical Preliminaries In this section, we state some standard results from probability that we use Lemma 6 (Pinsker’s Inequality (Van Handel, 2014))

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:55:23.760559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a3aeb7b7-3745-41cf-a077-81ea71dc0adc · outbound

This paper cites an unresolved cited work.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:55:23.747833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c77dfbfc-98a6-4a9e-b392-b5f38793c3b7 · outbound

This paper cites Faster Diffusion Sampling with Randomized Midpoints: Sequential and Parallel.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Faster Diffusion Sampling with Randomized Midpoints: Sequential and Parallel

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.463762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d64a1e95-3d4c-4223-bb31-1b33b2446c19 · outbound

This paper cites Nearly $d$-Linear Convergence Bounds for Diffusion Models via Stochastic Localization.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Nearly $d$-Linear Convergence Bounds for Diffusion Models via Stochastic Localization

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.433048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaca77fe-46c3-4ab1-b6fd-52d813d3049b · outbound

This paper cites Consistency Models.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Consistency Models

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.491135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c31995f-de74-4064-8374-7caed1f72cae · outbound

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

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Accelerating Large Language Model Decoding with Speculative Sampling

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.437140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d219a205-cbb1-4fed-a10d-fa6a8bbc24a0 · outbound

This paper cites and Eldan, R.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation and Eldan, R

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:55:23.781738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3cc6fa6b-2140-46ee-a8c3-1ce2ce773552 · outbound

This paper cites Diffusion Policy: Visuomotor Policy Learning via Action Diffusion.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Diffusion Policy: Visuomotor Policy Learning via Action Diffusion

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.452963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ef8764-05a8-417f-b429-7ec56d543595 · outbound

This paper cites an unresolved cited work.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Unresolved cited work

Reference 2023

Resolution: verified exact; raw_fallback, observed 2026-08-15T23:55:23.716463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a01fe4b2-e844-4f61-b365-42ebc69400cf · outbound

This paper cites Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions.

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T23:55:23.445433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a143b8aa-a4b8-4d9b-a0a8-04e0e7af1227 · inbound

Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs cites this paper.

Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T15:58:13.879175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 108c9e2b-9a2b-4662-b14e-0251211cf71e · inbound

Realtime-VLA FLASH: Speculative Inference Framework for Diffusion-based VLAs cites this paper.

Realtime-VLA FLASH: Speculative Inference Framework for Diffusion-based VLAs Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-14T17:52:33.199176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.