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Paper Citation Record · LEDGER

Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2212.07328.

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

pith.paper-citation-record.v1
2212.07328 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:38:05.874881Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T05:59:38.341741Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 44bbd35a-42b1-4955-bbfc-f68bdba8ff08 · inbound

DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion Model cites this paper.

DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion Model Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-06T16:38:05.874881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:38:05.874881Z digest=sha256:2531ca9c67b6ef8de10e211f43906a8984777933e78c75c730aaa057fb952796

Observation f0fa9f13-68c1-4eea-9a92-bf2e59e845f9 · inbound

Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging cites this paper.

Information-Theoretic Optimization for Task-Adapted Compressed Sensing Magnetic Resonance Imaging Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-11T11:16:10.704767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T15:02:12.799117Z digest=sha256:4929c696797530799ba355bf1a349ae764fda93b36c5d983395e95fc3a188843

Observation 53e6a70d-a633-4954-bbd5-1d349ca4c2fb · inbound

Neural Architecture Distributions: A New Paradigm for Stochastic Segmentation cites this paper.

Neural Architecture Distributions: A New Paradigm for Stochastic Segmentation Modeling Multimodal Aleatoric Uncertainty in Segmentation with Mixture of Stochastic Experts

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-07-04T05:59:38.344107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-26T14:56:52.316735Z digest=sha256:4197aeec567977edfe2c99862d583833bb2f12fa2975541b07af0671e7a51d6e