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Paper Citation Record · LEDGER

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation

As of 22 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 4 inbound Pith citation observations for arXiv:2504.12560.

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

pith.paper-citation-record.v1
2504.12560 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:32:39.717328Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T02:23:46.480403Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T08:30:56.815387Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4d277ab9-45a3-4d84-bf7f-7bc4881226e1 · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:40.062315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.640342Z digest=sha256:5e722906725e7e67197b0fb27c027e8ca0d97a0003d4ab59e8d8401a034461dc

Observation 49ab1252-05f4-4c9a-8f82-a569e15d96c4 · outbound

This paper cites DeepSeek-V3 Technical Report.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation DeepSeek-V3 Technical Report

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:39.629445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:39.629445Z digest=sha256:309261dbce38148bd1a0062a55ec4c6e9f300df7a584aef393c298c175c4d185

Observation 52fa1fd0-4261-4ec1-bcaa-33a63de08901 · outbound

This paper cites High blood pressure causes stroke.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation High blood pressure causes stroke

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:39.634621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:39.634621Z digest=sha256:e1fbe431cd59f382534eea3c8d611be8e27aaed12b8913cace2c77c9529d4e78

Observation 23fe146c-e34e-4a7b-94da-3ec266bb567d · outbound

This paper cites {ARG0}" causes.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation {ARG0}" causes

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:40.014342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.655373Z digest=sha256:5efe7ad4a6673604ba456c7cd41c6ec3fdd1e8ddea7e218e481ca6cd557f76bd

Observation 6440bffe-60c2-474f-8f05-8e332ccd8b1e · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:40.046585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.645343Z digest=sha256:2dce2e7ce370cb738d7e36dffc3aacebb09db29268ae47ce264649dd229d7590

Observation 5faa7e5b-c33c-4efc-91b2-1579758616e0 · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:40.030671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.650319Z digest=sha256:95a4a3a5067d4dcb295db2f1da1776d9f5db49b10c5d95aaa5afa676399a838b

Observation 0c1eb443-3a3b-483b-8cbd-7ab1682c880a · outbound

This paper cites Refine the following query for better causal retrieval.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Refine the following query for better causal retrieval

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:39.964998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.671279Z digest=sha256:63190702b87ed5a5d9f1febf7af592d0440ae232042b01ffcd2bae4971e6e038

Observation 6cc0e684-08b9-4c94-b70c-97597a48e403 · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:39.997117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.676682Z digest=sha256:baa2689fd8b8713757761cceee3939158956867f8cedfe01e5d0880426237866

Observation d8eb83d7-7c8b-4d85-8e3f-286ac65ac1a9 · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:39.980098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.682082Z digest=sha256:294481dbe4851638550cb997964e3d546541b24d2a1bb5780e9bcc4c38654980

Observation 2d99a185-7daf-420e-b764-981dd0ad29ac · outbound

This paper cites Guidelines: • Use precise language that avoids un- necessary technical or abstract phras- ing.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Guidelines: • Use precise language that avoids un- necessary technical or abstract phras- ing

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:39.948491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.687278Z digest=sha256:fc25d806bee7db315978a265a4d0b46c253bcf9cdcc914aba1c680a4b384d772

Observation c8c64ee6-8be3-4338-bd44-b7ea62439150 · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:39.931569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.692918Z digest=sha256:d4045eaae60863964985f5b5f4ff4221904104dd3b6e60c8e28251dccbd17e1f

Observation 504bca85-9f54-4495-843a-31b84c2b958c · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:39.914515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.697978Z digest=sha256:4c0d568439059ffcdc7b8d8266e92fc4fab49652cf9b704a7f6452c485970086

Observation 4763461e-8433-4a33-bd3f-33a63e472ba7 · outbound

This paper cites Break this question into sub-questions for causal reasoning.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Break this question into sub-questions for causal reasoning

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:39.898950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.702974Z digest=sha256:5dc7816dc10e2a5d0f52a3beaf84ba9432d9e18c288f8d597d0c339ca604a633

Observation e2956d90-a507-494f-9dfe-e69c3f877c25 · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:39.882779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.707764Z digest=sha256:da665c16a31c83c332cccb90c639ed175c53f2bb61565510572ed9e57795d0f6

Observation 88eb38a8-0bb7-477e-8b11-2121448c39a4 · outbound

This paper cites an unresolved cited work.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-16T12:32:39.866330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.712493Z digest=sha256:7c399db53a14146bd3c81961213794072b30dfbf4d0b510823851082279f0d42

Observation bfed52e1-1533-4b38-9a66-d5746bfc4b7b · outbound

This paper cites Make the question more specific for causal reasoning.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Make the question more specific for causal reasoning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T12:32:39.850377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T12:32:39.717328Z digest=sha256:cd96bb43aa4e0db19e88e8d30d8337dd08582a119a9886a2688d6b04076b1f5b

Observation 61ba1a55-5cec-4640-a55a-36f928111c0d · outbound

This paper cites Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval.

CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation Reasoning-Enhanced Healthcare Predictions with Knowledge Graph Community Retrieval

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-16T12:32:39.622892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T12:32:39.622892Z digest=sha256:56b42c1609595f6044d2a4dbe7550d1ff2aa385cffc19f7e79f8c254717d0bc6

Pith citing papers

Observation 7cc46527-0cb3-4955-a955-ca7b278150c4 · inbound

CARE-ECG: Causal Agent-based Reasoning for Explainable and Counterfactual ECG Interpretation cites this paper.

CARE-ECG: Causal Agent-based Reasoning for Explainable and Counterfactual ECG Interpretation CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:30:56.817288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-10T16:36:56.805081Z digest=sha256:7fa3f226a8495f5d30fe12910d637d81743b0517e21e77ebe37e275c5ee7e726

Observation b854d7c9-5fa8-41a4-85f9-1e62294238ef · inbound

PerCaM-Health: Personalized Dynamic Causal Graphs for Healthcare Reasoning cites this paper.

PerCaM-Health: Personalized Dynamic Causal Graphs for Healthcare Reasoning CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T01:45:51.264784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-11T01:41:08.291347Z digest=sha256:53bdc46d8ac82d602b94f3ac156cca64f4144938f6d7ed7a2b2bb2583710fa8e

Observation 00e2f9bb-61f5-45e7-a477-7bb3b3bec4d1 · inbound

PerCaM-Health: Personalized Dynamic Causal Graphs for Healthcare Reasoning cites this paper.

PerCaM-Health: Personalized Dynamic Causal Graphs for Healthcare Reasoning CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation

Reference 13

Resolution
unresolved
no resolver link, observed 2026-07-12T17:21:35.916458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T17:21:35.916458Z digest=sha256:dfe12d06c8070e7acfd45fb6d1ff155f9585a7db3ec939a8e6b25c840b453afd

Observation 017b310b-c636-4895-8a6f-42abe53d6222 · inbound

Enhancing LLMs through human feedback: a journey towards self-improvement cites this paper.

Enhancing LLMs through human feedback: a journey towards self-improvement CDF-RAG: Causal Dynamic Feedback for Adaptive Retrieval-Augmented Generation

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-14T02:23:46.480403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T02:23:46.480403Z digest=sha256:cc4184364e92935f86a2fd0616fa6b74379a85768b1ee20aa7b9cce0a4639c47