Paper Citation Record · LEDGER

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation

As of 9 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2508.10425.

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

pith.paper-citation-record.v1
2508.10425 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T20:33:48.066974Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

29 of 29 outbound references displayed

verified exact1
verified fuzzy25
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 60abf8ae-0168-4ad8-bde6-d6c3feb21831 · outbound

This paper cites all of us.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation all of us

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:52.975729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ac66188a-2bba-4870-8c3f-fd66b9f196a6 · outbound

This paper cites An overview of clinical decision support systems: benefits, risks, and strategies for success.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation An overview of clinical decision support systems: benefits, risks, and strategies for success

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:52.802613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 97853603-b0ba-441d-81d3-8fd84345d5c3 · outbound

This paper cites Deep learning for medication recommendation: a systematic survey.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Deep learning for medication recommendation: a systematic survey

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:52.635053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1afaeb57-42b4-49a6-ade7-5200364beb95 · outbound

This paper cites Knowledge graph driven medicine recommendation system using graph neural networks on longitudinal medical records.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Knowledge graph driven medicine recommendation system using graph neural networks on longitudinal medical records

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:52.481064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3c7d2c8-5876-4125-8685-44e64b5d2002 · outbound

This paper cites SafeDrug: Dual Molecular Graph Encoders for Recommending Effective and Safe Drug Combinations.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation SafeDrug: Dual Molecular Graph Encoders for Recommending Effective and Safe Drug Combinations

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T20:33:45.090659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09aef492-2c29-4554-a648-56f2037e2f85 · outbound

This paper cites Molerec: Combinatorial drug recommendation with substructure-aware molecular representation learning.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Molerec: Combinatorial drug recommendation with substructure-aware molecular representation learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:52.332416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9ff058ce-ca9e-4ab7-8610-ac1146936e8b · outbound

This paper cites Gamenet: Graph augmented memory networks for recommending medication combination.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Gamenet: Graph augmented memory networks for recommending medication combination

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:52.163184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c48d2134-f4d4-479e-b783-2ca76369aeb4 · outbound

This paper cites Pre-training of graph augmented transformers for medication recommendation.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Pre-training of graph augmented transformers for medication recommendation

Reference 8

Resolution: verified exact; doi, observed 2026-08-05T20:33:48.303674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 50a7767e-cb85-4eea-9180-7cdb6d902eb8 · outbound

This paper cites Hi-dr: Exploiting health status-aware attention and an ehr graph+ for effective medication recommendation.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Hi-dr: Exploiting health status-aware attention and an ehr graph+ for effective medication recommendation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:52.011505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 88ded9f8-0eb7-4a55-8d76-aa83a7a7ee96 · outbound

This paper cites Large language models encode clinical knowledge.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Large language models encode clinical knowledge

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:51.861147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 03a662a0-d72b-4e99-bff1-35099c1eed98 · outbound

This paper cites Generalized zero-shot text classification for icd coding.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Generalized zero-shot text classification for icd coding

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:51.687452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 259c140a-5c3e-46a9-95e1-9ad8e3920a1b · outbound

This paper cites Constraints on biological mechanism from disease comorbidity using electronic medical records and database of genetic variants.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Constraints on biological mechanism from disease comorbidity using electronic medical records and database of genetic variants

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:51.534989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 33f7ebba-b143-4306-8d39-28ae64a74af6 · outbound

This paper cites Development of electronic health record based algorithms to identify individuals with diabetic retinopathy.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Development of electronic health record based algorithms to identify individuals with diabetic retinopathy

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:51.378468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a7a928d-e6a1-4f32-bdea-c467c4802f59 · outbound

This paper cites an unresolved cited work.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-05T20:33:51.169164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc14ec61-d2f6-4484-bd0d-67ac0ee245af · outbound

This paper cites Mimic-iii, a freely accessible critical care database.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Mimic-iii, a freely accessible critical care database

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:50.965382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8e78a73a-d862-4332-abb9-804035c00ec7 · outbound

This paper cites Mimic-iv, a freely accessible electronic health record dataset.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Mimic-iv, a freely accessible electronic health record dataset

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:50.749091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 91269762-091d-455a-a693-6ab53ea784c8 · outbound

This paper cites Icd-10: history and context.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Icd-10: history and context

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:50.521343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5c48e69d-6f9a-42d8-bce4-1a552bcad3a4 · outbound

This paper cites Anatomical therapeutic chemical (atc) classification, 2021.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Anatomical therapeutic chemical (atc) classification, 2021

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:50.335543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 72fd4fd0-14d5-4068-a7de-fc11b5ca9e9a · outbound

This paper cites Poincar \'e embeddings for learning hierarchical representations.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Poincar \'e embeddings for learning hierarchical representations

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:50.179358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a4429ad-a217-4625-b366-389d7a4bf411 · outbound

This paper cites Gram: graph-based attention model for healthcare representation learning.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Gram: graph-based attention model for healthcare representation learning

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:50.015273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8fba175a-2798-44ef-b0f8-99a331e26928 · outbound

This paper cites Sparse graph attention networks.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Sparse graph attention networks

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:49.797327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71a0893e-519a-444e-aeed-1845d75c0493 · outbound

This paper cites Binary relevance efficacy for multilabel classification.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Binary relevance efficacy for multilabel classification

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:49.633762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f6adde8d-6645-4e3c-b2ab-bbf56729c5b5 · outbound

This paper cites Classifier chains for multi-label classification.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Classifier chains for multi-label classification

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:49.479652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0cf75f3a-6cc8-4d88-bc2e-e8c6cda7f5b9 · outbound

This paper cites Retain: An interpretable predictive model for healthcare using reverse time attention mechanism.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Retain: An interpretable predictive model for healthcare using reverse time attention mechanism

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:49.262841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c7b8bfa5-d557-4f3f-a600-99035ebe29d4 · outbound

This paper cites Leap: learning to prescribe effective and safe treatment combinations for multimorbidity.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Leap: learning to prescribe effective and safe treatment combinations for multimorbidity

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:49.104854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 303f2ec5-c8c6-4fda-8f9f-6505c2096a66 · outbound

This paper cites Change Matters: Medication Change Prediction with Recurrent Residual Networks.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Change Matters: Medication Change Prediction with Recurrent Residual Networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T20:33:47.830869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05b1db21-e716-495e-9058-96f6ea419009 · outbound

This paper cites Context-aware safe medication recommendations with molecular graph and ddi graph embedding.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Context-aware safe medication recommendations with molecular graph and ddi graph embedding

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:48.941358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a785c33c-5c49-431f-b7a0-bb33257d7e67 · outbound

This paper cites Lamrec: label-aware multi-view drug recommendation.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Lamrec: label-aware multi-view drug recommendation

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:48.737738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5b9bce9c-96f1-4f0c-9c02-0808a27a824e · outbound

This paper cites Data-driven prediction of drug effects and interactions.

HiRef: Leveraging Hierarchical Ontology and Network Refinement for Robust Medication Recommendation Data-driven prediction of drug effects and interactions

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T20:33:48.527692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.