Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-17T02:17:15.595874Z
Paper Citation Record · LEDGER
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis
As of 6 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2512.01116.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
26 of 26 outbound references displayed
- verified exact9
- verified fuzzy13
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation e9a77c0a-7848-4f47-93a1-1d7709c8c53e · outbound
This paper cites Deep Variational Information Bottleneck.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Deep Variational Information Bottleneck
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T06:23:00.530339Z
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 91008d40-ed90-4acf-8e56-3999502da03f · outbound
This paper cites The reactome pathway knowledgebase 2022.Nucleic acids research, 50(D1):D687–D692.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis The reactome pathway knowledgebase 2022.Nucleic acids research, 50(D1):D687–D692
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.154630Z
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 1039267a-fc1c-459c-9b2d-8ce685f1be25 · outbound
This paper cites On the Binding Problem in Artificial Neural Networks.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis On the Binding Problem in Artificial Neural Networks
Reference 3
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T02:18:52.550941Z
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 4cce8392-d272-4f5e-82f1-e690780f897b · outbound
This paper cites Categorical Reparameterization with Gumbel-Softmax.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Categorical Reparameterization with Gumbel-Softmax
Reference 4
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T02:18:52.545883Z
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 ae1cc5e1-9de9-452c-9069-e0b22c34195c · outbound
This paper cites Adam: A Method for Stochastic Optimization.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Adam: A Method for Stochastic Optimization
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T02:18:52.541723Z
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 fe8a11dd-8157-46be-98c8-651a3f4baacd · outbound
This paper cites Adaptive Prototype Learning for Multimodal Cancer Survival Analysis.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Adaptive Prototype Learning for Multimodal Cancer Survival Analysis
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T02:18:52.559855Z
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 cedbeb5d-9bb0-405e-82d6-593ae920aab9 · outbound
This paper cites Multimodal Prototyping for cancer survival prediction.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Multimodal Prototyping for cancer survival prediction
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T02:18:52.537750Z
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 5f15b631-fbe6-4cb8-a910-09868ca86490 · outbound
This paper cites The information bottleneck method.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis The information bottleneck method
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T02:18:52.533575Z
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 7c8f79fc-b700-4cca-8191-2028aa0a0845 · outbound
This paper cites Prediction of recurrence risk in endometrial cancer with multimodal deep learning.Nature medicine, 30(7): 1962–1973.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Prediction of recurrence risk in endometrial cancer with multimodal deep learning.Nature medicine, 30(7): 1962–1973
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.152191Z
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 dad6812b-d42a-4af4-9f42-339a3dd358b2 · outbound
This paper cites AdaMHF: Adaptive Multimodal Hierarchical Fusion for Survival Prediction.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis AdaMHF: Adaptive Multimodal Hierarchical Fusion for Survival Prediction
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T02:18:52.529890Z
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 276e5fe9-7ff2-4ce8-8fd6-45a35541de2b · outbound
This paper cites Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-05-17T02:18:52.525741Z
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 f513ac82-3afd-443b-9b98-0c27709462b8 · outbound
This paper cites 19 B.2 Details of Selective Slot Activation.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis 19 B.2 Details of Selective Slot Activation
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.150037Z
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 1773eb7d-8f4f-49af-bf28-4c820bd105f9 · outbound
This paper cites (8) B.2 DETAILS OFSELECTIVESLOTACTIVATION To achieve sparse yet differentiable slot selection, we adopt the Gumbel-Top-K(Gumbel, 1954; Maddison et al., 2014; Kool et al.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis (8) B.2 DETAILS OFSELECTIVESLOTACTIVATION To achieve sparse yet differentiable slot selection, we adopt the Gumbel-Top-K(Gumbel, 1954; Maddison et al., 2014; Kool et al
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.147653Z
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 cffd7e24-2017-4d7a-8983-b2684f179ea1 · outbound
This paper cites Given slot scoresr∈R S, we add i.i.d.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Given slot scoresr∈R S, we add i.i.d
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.145272Z
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 c240d5d9-17c0-43cf-931f-7a34619b9491 · outbound
This paper cites For genomics, slot embeddingsS g are decoded to approximate the original pathway embeddingsX g, guided by the positional embeddings Qg (Eq.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis For genomics, slot embeddingsS g are decoded to approximate the original pathway embeddingsX g, guided by the positional embeddings Qg (Eq
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.142945Z
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 9bc35a13-ec64-415d-b8dd-2162398f63f7 · outbound
This paper cites Histological data include all diagnostic WSIs, while transcriptomic profiles with DSS labels are obtained from cBioPortal.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Histological data include all diagnostic WSIs, while transcriptomic profiles with DSS labels are obtained from cBioPortal
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.140014Z
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 85f5555c-28c9-4246-9577-8b8fb1670393 · outbound
This paper cites an unresolved cited work.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T02:18:53.137568Z
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 1573c1be-527d-4f53-afbd-5757bac4900f · outbound
This paper cites Evaluation.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Evaluation
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.134941Z
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 cad01a81-0f58-49b7-bbf5-f81f7c841429 · outbound
This paper cites In addition, we compute the restricted mean survival time (RMST) (Irwin, 1949; Karrison, 1986).
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis In addition, we compute the restricted mean survival time (RMST) (Irwin, 1949; Karrison, 1986)
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.132820Z
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 c20f8f3f-b6f9-4649-88b7-e7ccadb82397 · outbound
This paper cites an unresolved cited work.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T02:18:53.130384Z
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 f5248c9c-6283-4b6c-b8aa-e99200df8def · outbound
This paper cites For completeness, we also include two strong methods (MOTCAT and CMTA).
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis For completeness, we also include two strong methods (MOTCAT and CMTA)
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.128050Z
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 c7219648-d345-42fc-9623-e1c6302b3a49 · outbound
This paper cites an unresolved cited work.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T02:18:53.125179Z
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 ef691ce8-efb9-47aa-8c8a-1f44b68af8bd · outbound
This paper cites This setting tests whether SlotSPE 25 Table 8: Ablation of model components reported as C-index (mean±std) across ten cancer datasets.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis This setting tests whether SlotSPE 25 Table 8: Ablation of model components reported as C-index (mean±std) across ten cancer datasets
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.122695Z
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 dd554683-ca5a-4817-86aa-87641c6686dc · outbound
This paper cites an unresolved cited work.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-05-17T02:18:53.120127Z
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 93d548b4-c300-49eb-923a-19ce82ac014c · outbound
This paper cites LD-CV AE attains the second-best performance, yet its reliance on a variational autoencoder introduces sub- stantial memory and runtime overhead.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis LD-CV AE attains the second-best performance, yet its reliance on a variational autoencoder introduces sub- stantial memory and runtime overhead
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.117305Z
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 b98244be-b47d-4eea-ac48-5fc732d73ec5 · outbound
This paper cites treat-all.
Structural Prognostic Event Modeling for Multimodal Cancer Survival Analysis treat-all
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-17T02:18:53.114574Z
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.