Paper Citation Record · LEDGER

Accelerated Diffusion Models via Speculative Sampling

As of 21 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 7 inbound Pith citation observations for arXiv:2501.05370.

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

pith.paper-citation-record.v1
2501.05370 v2

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:23:38.270090Z

measured 23 of 23 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 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:55:23.456727Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-21T21:54:22.829731Z

Reference resolution

16 of 16 outbound references displayed

verified exact0
verified fuzzy8
unresolved6
parse uncertain1
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 56772a85-c0cb-4b69-8e20-58766d054509 · outbound

This paper cites an unresolved cited work.

Accelerated Diffusion Models via Speculative Sampling Unresolved cited work

Reference 1

Resolution: parse uncertain; raw_fallback, observed 2026-08-10T21:23:38.933285Z

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 aff1bc44-db83-4aae-89e6-846fc414b000 · outbound

This paper cites In this section, we show that for any t ∈ (0, 1] Z Rd ∥∇ log p0 t (xt) − ∇log p1 t (xt)∥2p0 t (xt)dxt ≤ C(t, p0 0, p1 0), (27) such that.

Accelerated Diffusion Models via Speculative Sampling In this section, we show that for any t ∈ (0, 1] Z Rd ∥∇ log p0 t (xt) − ∇log p1 t (xt)∥2p0 t (xt)dxt ≤ C(t, p0 0, p1 0), (27) such that

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:39.023563Z

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 b4733749-5e9b-40bd-9644-4326ffcfb4b3 · outbound

This paper cites an unresolved cited work.

Accelerated Diffusion Models via Speculative Sampling Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:38.921569Z

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 1d12cb8c-9f55-4e84-9fa4-360e21091efb · outbound

This paper cites In other words, item 1) shows that the Fisher score between p0 t and p1 t gets smaller as t gets larger as expected as p0 1 = p1 1, a normal density.

Accelerated Diffusion Models via Speculative Sampling In other words, item 1) shows that the Fisher score between p0 t and p1 t gets smaller as t gets larger as expected as p0 1 = p1 1, a normal density

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:38.909113Z

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 c54eb7a1-9e74-4438-959a-e309c2778d7a · outbound

This paper cites Finally, combining Lemma H.3 and Lemma H.1, we get the following result.

Accelerated Diffusion Models via Speculative Sampling Finally, combining Lemma H.3 and Lemma H.1, we get the following result

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:38.897728Z

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 31143252-1b08-450d-aa53-0facd53adec4 · outbound

This paper cites Lemma H.5 (Target Score Identity): Assume that for any i ∈ {0, 1}, pi 0 ∈ C1(Rd, Rd) and for any t ∈ [0, 1] and xt ∈ Rd, R Rd ∥∇ log pi 0(x0)∥pi 0|t(x0|xt)dx0 < +∞.

Accelerated Diffusion Models via Speculative Sampling Lemma H.5 (Target Score Identity): Assume that for any i ∈ {0, 1}, pi 0 ∈ C1(Rd, Rd) and for any t ∈ [0, 1] and xt ∈ Rd, R Rd ∥∇ log pi 0(x0)∥pi 0|t(x0|xt)dx0 < +∞

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:38.885247Z

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 1ee100bc-3665-4e7c-af15-d12915d0faf3 · outbound

This paper cites (29) Next, we note that for any β ≥ 1, βeven and densities p, q Z Rd q(x) p(x) β p(x)dx ≤ 2β−1(1 + χβ(q|p)).

Accelerated Diffusion Models via Speculative Sampling (29) Next, we note that for any β ≥ 1, βeven and densities p, q Z Rd q(x) p(x) β p(x)dx ≤ 2β−1(1 + χβ(q|p))

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:38.790674Z

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 add44856-f5f7-4b16-bbe3-e812cb92a9c3 · outbound

This paper cites an unresolved cited work.

Accelerated Diffusion Models via Speculative Sampling Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:38.770200Z

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 7fbbbf1f-2d7d-4685-8360-ffc004e9ed2f · outbound

This paper cites an unresolved cited work.

Accelerated Diffusion Models via Speculative Sampling Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:38.758604Z

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 6fc918a5-9b6b-4da2-a97e-d9ff5180de84 · outbound

This paper cites an unresolved cited work.

Accelerated Diffusion Models via Speculative Sampling Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:38.744878Z

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 9b14866f-bd3d-4a93-8630-6a2f1da80b82 · outbound

This paper cites an unresolved cited work.

Accelerated Diffusion Models via Speculative Sampling Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T21:23:38.592969Z

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 99279824-1af3-4a32-98c0-dff7ee7fbdd8 · outbound

This paper cites This concludes the proof.

Accelerated Diffusion Models via Speculative Sampling This concludes the proof

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:38.570736Z

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 7f6a371e-001f-4075-a829-10c94c7989f3 · outbound

This paper cites 32 Accelerated Diffusion Models via Speculative Sampling Proof.

Accelerated Diffusion Models via Speculative Sampling 32 Accelerated Diffusion Models via Speculative Sampling Proof

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:38.558432Z

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 62882018-b710-4eca-84d7-6e62cf456da3 · outbound

This paper cites Control of acceptance ratio.

Accelerated Diffusion Models via Speculative Sampling Control of acceptance ratio

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:23:38.527367Z

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 52d557c8-4102-43e3-9ec6-db8ff098981f · outbound

This paper cites Best speculative.

Accelerated Diffusion Models via Speculative Sampling Best speculative

Reference 16

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T21:23:38.379821Z

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 e59a5e07-792a-4e1b-8c92-2ca0defc8024 · outbound

This paper cites Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed.

Accelerated Diffusion Models via Speculative Sampling Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-10T21:23:37.887557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

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

Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation cites this paper.

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 8a401077-0a64-4b57-9a41-49104496e4be · inbound

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

Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking Accelerated Diffusion Models via Speculative Sampling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:39.166997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a8c4109-0bdf-4b38-b94a-da12a55010be · inbound

Playing with Transformer at 30+ FPS via Next-Frame Diffusion cites this paper.

Playing with Transformer at 30+ FPS via Next-Frame Diffusion Accelerated Diffusion Models via Speculative Sampling

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:49:42.452683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 109a7f8b-787d-4817-9e88-45ae9145c5cb · inbound

Lipschitz-Guided Design of Interpolation Schedules in Generative Models cites this paper.

Lipschitz-Guided Design of Interpolation Schedules in Generative Models Accelerated Diffusion Models via Speculative Sampling

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-21T21:54:22.832789Z

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 3e5bb5b0-7209-4008-b6ac-cc86b1fa1910 · 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 Accelerated Diffusion Models via Speculative Sampling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T15:58:12.935981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e01fbb8-9ebf-41bf-a3f0-5ee27f7748e1 · inbound

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

Realtime-VLA FLASH: Speculative Inference Framework for Diffusion-based VLAs Accelerated Diffusion Models via Speculative Sampling

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-14T17:52:33.169482Z

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 ce4ac146-1880-4f17-b174-31b510ced4c0 · inbound

CachedSearch: Training-Free Cached Exploration for Test-Time Search in Video Diffusion cites this paper.

CachedSearch: Training-Free Cached Exploration for Test-Time Search in Video Diffusion Accelerated Diffusion Models via Speculative Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T03:30:23.407671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.