Paper Citation Record · LEDGER

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL

As of 18 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2605.24001.

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

pith.paper-citation-record.v1
2605.24001 v2

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T18:15:37.117367Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

31 of 31 outbound references displayed

verified exact1
verified fuzzy5
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a14986b-f2ae-4bca-925c-3ab731aaec60 · outbound

This paper cites 𝑠ref istrainedfor10,000stepsviaDSMonsamplesfrom 𝑞0 (Adam,lr=3 ×10−4, batch 2,048).

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL 𝑠ref istrainedfor10,000stepsviaDSMonsamplesfrom 𝑞0 (Adam,lr=3 ×10−4, batch 2,048)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T05:44:36.185784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 38e7a0cd-7c1a-4a70-adbb-5e86383272f5 · outbound

This paper cites 𝑔𝜃 is initialised by regressing against 30-step DDIM samples from𝑠ref using matched noise (3,000 steps, Adam, lr=10−3, batch 2,048).

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL 𝑔𝜃 is initialised by regressing against 30-step DDIM samples from𝑠ref using matched noise (3,000 steps, Adam, lr=10−3, batch 2,048)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T05:44:36.220256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e7b2232c-b405-4adf-b569-0f0d3eaebea4 · outbound

This paper cites The two methods differ only in𝑠target: Method Reward location DI++ endpoint𝑥 0 only Didrevery noise level via DRS Evaluation.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL The two methods differ only in𝑠target: Method Reward location DI++ endpoint𝑥 0 only Didrevery noise level via DRS Evaluation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T05:44:36.231862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fc8499f2-4ddd-4aa2-b7a7-b134866d8320 · outbound

This paper cites Text-alignment metrics.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Text-alignment metrics

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:05:47.840970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ff794f6e-5fef-48a0-a67b-dd8a59f92cc7 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.197485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c1aee23b-4616-49b5-a416-6c590e30f3df · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.195594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9151d766-81da-43c6-919b-d1ad970c5e5c · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.183279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0f093dba-6701-434d-b8ef-2a9b853a52d8 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.204438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fdafc603-26aa-4f83-819b-0a6c23b7a2b5 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.202790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eaae68d9-4155-42ac-95d9-cc5a06ed4848 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.206079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 72eb4696-cc1b-4fac-85f1-cd92c3c51b80 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.229614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ec7c13c3-76dd-4f79-9fbb-75356cbbce01 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.226126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 52d39989-41b4-4fb5-a857-00f78278a216 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.233501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c447fbfe-36f9-4d9c-bd30-b68578bb77cf · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.187680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation af10cf5e-809b-44bc-a2b1-da113752f1e9 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.224294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d4b98ebe-d4a1-493c-b642-12c3454e2ce0 · outbound

This paper cites Z-Image comparison:.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Z-Image comparison:

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T05:44:36.209867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f97f2b6c-b682-4796-b2bb-66fa9c74f36d · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.199340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f57d6081-c72b-421b-bcdd-6048b44bcd3f · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.191364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cbc051a9-74f4-42cf-9cb5-8480684b8e20 · outbound

This paper cites Figure 7 — Temperature Ablation.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Figure 7 — Temperature Ablation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T05:44:36.235070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation af58d504-459e-4201-99a0-a1454d4d8175 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.189590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 931b2666-3d21-49a1-9971-40f7086683be · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.193502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a40b9974-a0ef-4574-9032-dbdca23c1dc6 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.222157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation df0f3877-57af-491e-9f71-cb68d8fd67b4 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.227771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a43e705f-1dd5-4704-9a11-508b0c4211c7 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.201181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0b25ffdf-f042-4e45-be16-80f16c2d8b35 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.216448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e87af3ff-6a48-4436-9a0b-f1afb78e5d61 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.207938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 188c89b6-81ae-449a-9507-bb95e8fd4799 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.218251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 99ba93af-1204-4f85-a7de-c96318e8a56c · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.180717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b333dd30-6e9a-435a-ad45-a2915617e52f · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.214138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2005f284-ffd8-46ab-9034-6306454c3ea1 · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.211884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 02bbcc04-bf46-4018-bf15-be88a9ae769c · outbound

This paper cites an unresolved cited work.

Diff-Instruct with Diffused Reward: Towards Principled One-step Generator RL Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-07-08T05:44:36.236675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.