Paper Citation Record · LEDGER

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2506.06649.

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

pith.paper-citation-record.v1
2506.06649 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:59:55.354588Z

measured 16 of 16 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

16 of 16 outbound references displayed

verified exact1
verified fuzzy7
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb08fd89-83f0-46c1-8181-d6b39e8a473a · outbound

This paper cites collapse.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes collapse

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:55.504097Z

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 03fcad03-d0cf-44c3-925f-9afe92f764c3 · outbound

This paper cites A multimodal transformer: Fus- ing clinical notes with structured ehr data for interpretable in-hospital mortality prediction.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes A multimodal transformer: Fus- ing clinical notes with structured ehr data for interpretable in-hospital mortality prediction

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:55.554047Z

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 897065b6-e129-4fd3-9174-3724a2e17df3 · outbound

This paper cites Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Continuous State-Space Models for Optimal Sepsis Treatment - a Deep Reinforcement Learning Approach

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.317007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbd8c3a0-6112-4922-a7d7-c6d441316975 · outbound

This paper cites R., Wang, W., Zong, B., Chen, H., and Zha, H.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes R., Wang, W., Zong, B., Chen, H., and Zha, H

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:55.541499Z

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 95253d46-e8d7-4f7f-8fd3-fd2975a0b22e · outbound

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

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes SafeDrug: Dual Molecular Graph Encoders for Recommending Effective and Safe Drug Combinations

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.342468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 419cdfa1-9d49-4510-847f-1e13c781f0e7 · outbound

This paper cites teacher” module’s distribution and pϕ is the “student.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes teacher” module’s distribution and pϕ is the “student

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:55.515538Z

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 e3d0c19d-a888-47fc-b940-b0134c9927b0 · outbound

This paper cites (B3) is a standard assumption on the ignorability of treatment assignment (Shi et al., 2023).

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes (B3) is a standard assumption on the ignorability of treatment assignment (Shi et al., 2023)

Reference 1980

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:55.492278Z

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 39187ec7-6bbc-4bdc-b458-349248a21a44 · outbound

This paper cites Accurate Medical Named Entity Recognition Through Specialized NLP Models.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Accurate Medical Named Entity Recognition Through Specialized NLP Models

Reference 1997

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:59:55.468255Z

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 f1e7256c-26aa-40df-8462-ff52146f909e · outbound

This paper cites Pre-training of Graph Augmented Transformers for Medication Recommendation.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Pre-training of Graph Augmented Transformers for Medication Recommendation

Reference 2008

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.328036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02644e74-33c5-4031-a9bd-52bfbef57e9d · outbound

This paper cites Medical treatment migra- tion behavior prediction and recommendation based on health insurance data.World Wide Web, 23:2023–2042,.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Medical treatment migra- tion behavior prediction and recommendation based on health insurance data.World Wide Web, 23:2023–2042,

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:55.565785Z

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 a2111428-0b15-4db1-a766-faafc4ec85e5 · outbound

This paper cites On integral probability metrics, \phi-divergences and binary classification.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes On integral probability metrics, \phi-divergences and binary classification

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.331548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce5fc949-fc84-4043-a111-9df7afab92fb · outbound

This paper cites Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Robots That Ask For Help: Uncertainty Alignment for Large Language Model Planners

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.323816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0232a0fb-624c-4fc0-9a69-615f51fadd06 · outbound

This paper cites Model-free selective inference under covariate shift via weighted conformal p-values.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Model-free selective inference under covariate shift via weighted conformal p-values

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.305380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84f1920b-595d-4ed2-ba64-d23005b09192 · outbound

This paper cites Adversarially reg- ularized medication recommendation model with multi- hop memory network.Knowledge and Information Sys- tems, 63:125–142, 2021a.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Adversarially reg- ularized medication recommendation model with multi- hop memory network.Knowledge and Information Sys- tems, 63:125–142, 2021a

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:59:55.527659Z

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 7b403638-737e-4927-80b2-46a34a936026 · outbound

This paper cites Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.296308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed87cee8-dd75-4a05-8438-fe5f5101fe7a · outbound

This paper cites Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models.

SAFER: A Calibrated Risk-Aware Multimodal Recommendation Model for Dynamic Treatment Regimes Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:55.309262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.