Paper Citation Record · LEDGER

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion

As of 19 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2506.04924.

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

pith.paper-citation-record.v1
2506.04924 v2

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:40:08.361172Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy5
unresolved7
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4bc68521-6ee8-4496-8641-d8220aeb1e85 · outbound

This paper cites 10, 2016]), https://doi.org/10.1007/978- 3-319-43742-2_21.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion 10, 2016]), https://doi.org/10.1007/978- 3-319-43742-2_21

Reference 1

Resolution: malformed identifier; no resolver link, observed 2026-08-07T10:40:07.512161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f7f19bc-9f97-4b7a-ac5d-74fceb01c5af · outbound

This paper cites org / 10.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion org / 10

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:40:09.788065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4af15699-285f-4d21-ae4a-980c249890b3 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T10:40:07.632184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6ade791-2281-408a-9019-08879c4fc6f4 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion LoRA: Low-Rank Adaptation of Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T10:40:07.692169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77a14270-2412-4943-990a-ae535102e5fd · outbound

This paper cites org / 10.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion org / 10

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:40:09.679842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 815151f8-baab-4625-a7ea-ea78195540b0 · outbound

This paper cites org / 10.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion org / 10

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:40:09.537541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bc5f8ba3-d634-42c7-9e79-017af8e65643 · outbound

This paper cites Attention Is All You Need.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion Attention Is All You Need

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T10:40:07.950223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae11c050-8505-46f0-a33e-7cddfa60928f · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T10:40:08.029729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26fc92dd-490b-43d1-b532-4ad66ef97b23 · outbound

This paper cites org / 10.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion org / 10

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:40:09.302961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0e575587-bbd0-4635-9d77-a7485fdb4537 · outbound

This paper cites AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T10:40:08.187886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b4b9572-30fd-4699-b680-4ccaf1443438 · outbound

This paper cites an unresolved cited work.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:40:08.981603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 542b0a68-0fe5-4714-b3e2-49c9998862ea · outbound

This paper cites org / 10.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion org / 10

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:40:08.641827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ddaddd5c-761c-49b9-917c-b7b2b0466a90 · outbound

This paper cites LinkBERT: Pretraining Language Models with Document Links.

Predicting ICU In-Hospital Mortality Using Adaptive Transformer Layer Fusion LinkBERT: Pretraining Language Models with Document Links

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T10:40:08.361172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.