Paper Citation Record · LEDGER

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning

As of 6 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2508.16524.

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

pith.paper-citation-record.v1
2508.16524 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:21:19.033209Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

12 of 12 outbound references displayed

verified exact1
verified fuzzy3
unresolved7
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 71afc264-9eb3-483c-9167-d5897bf91ba1 · outbound

This paper cites Problems that rank lower by this metric are then sampled more intensively during the current epoch.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Problems that rank lower by this metric are then sampled more intensively during the current epoch

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:20.669843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6fe9bf19-6c88-4ead-a4da-186cbbbf2424 · outbound

This paper cites an unresolved cited work.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:20.545028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3a81ebe7-1642-483a-b08e-947cf4870d28 · outbound

This paper cites Diffusion Model Alignment Using Direct Preference Optimization.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Diffusion Model Alignment Using Direct Preference Optimization

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:18.206716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac52ec3d-f29f-44b8-b62d-02ebc6eb71aa · outbound

This paper cites The fine-tuned model pθold is then updated.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning The fine-tuned model pθold is then updated

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:20.232299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7c0c65cf-e7e2-4f8e-8269-e702da7279c5 · outbound

This paper cites an unresolved cited work.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:20.411848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 76c519dd-5f59-4177-9839-957f478109b5 · outbound

This paper cites During the initial epoch, each puz- zle is sampled 64 times.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning During the initial epoch, each puz- zle is sampled 64 times

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:21:20.049237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9f129697-5384-4d9c-b1c0-253fd48e5ef8 · outbound

This paper cites an unresolved cited work.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Unresolved cited work

Reference 9

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T17:21:19.898687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1223fb66-c1e6-4a63-8d61-5da82f28e45f · outbound

This paper cites an unresolved cited work.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:19.732804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation aedd17d9-36e7-43d9-a0ee-24e3eee71e63 · outbound

This paper cites an unresolved cited work.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:19.612572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b4053027-71fb-4718-a589-bff5ebeedb98 · outbound

This paper cites an unresolved cited work.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T17:21:19.457931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0a0e6021-ae7c-488e-988e-ff109e9d57f1 · outbound

This paper cites Optimizing DDPM Sampling with Shortcut Fine-Tuning.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning Optimizing DDPM Sampling with Shortcut Fine-Tuning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T17:21:18.015193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b2cbedf-20ea-48be-a1a1-6b469cd857e3 · outbound

This paper cites arXiv:2505.13138.

Constraints-Guided Diffusion Reasoner for Neuro-Symbolic Learning arXiv:2505.13138

Reference 2025

Resolution: verified exact; raw_fallback, observed 2026-08-05T17:21:19.327114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.