Paper Citation Record · LEDGER

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography

As of 13 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2607.25748.

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

pith.paper-citation-record.v1
2607.25748 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T01:40:45.004752Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

22 of 22 outbound references displayed

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External citation measurements

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Outbound references

Observation 6646a876-fc9a-4ee5-8509-0b2a7a4f4294 · outbound

This paper cites an unresolved cited work.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.450083Z

Source-reported events for the cited work

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Observation 90f64af4-8008-4ec0-843a-f64097ae798f · outbound

This paper cites We report a design of our own that fell into exactly this failure and was not detectable from concept accuracy.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography We report a design of our own that fell into exactly this failure and was not detectable from concept accuracy

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.523556Z

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Observation 5eeaec4c-f3f4-4391-8042-5ccb5ba7655b · outbound

This paper cites an unresolved cited work.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.640258Z

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Observation c8f0ee7f-bc68-4287-bc42-3d7f0aeeb23b · outbound

This paper cites an unresolved cited work.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.675998Z

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Observation b50a169e-a1f8-4c63-b396-798e571df020 · outbound

This paper cites Concept bottleneck models,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Concept bottleneck models,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.730084Z

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Observation c6824421-e368-4755-9e99-5b3f41075631 · outbound

This paper cites Video-based AI for beat-to-beat assessment of cardiac function,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Video-based AI for beat-to-beat assessment of cardiac function,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.800655Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3094537a-9b59-49d8-9cd5-559d2f84fa80 · outbound

This paper cites Promises and Pitfalls of Black-Box Concept Learning Models.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Promises and Pitfalls of Black-Box Concept Learning Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.864735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c18ef51-5af3-477d-8d34-6789ce8a704d · outbound

This paper cites Do Concept Bottleneck Models Learn as Intended?.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Do Concept Bottleneck Models Learn as Intended?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:43.943012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a75a530-df0e-4145-91e4-505c5cea6a0e · outbound

This paper cites Addressing leakage in concept bottleneck models,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Addressing leakage in concept bottleneck models,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.016439Z

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Observation 71cf0983-5877-44fc-a43e-382ed53ec698 · outbound

This paper cites Post-hoc Concept Bottleneck Models.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Post-hoc Concept Bottleneck Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.089671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2904d9b6-e63c-449a-959b-838d931ed15b · outbound

This paper cites Challenging common assumptions in the unsupervised learning of disentangled representations,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Challenging common assumptions in the unsupervised learning of disentangled representations,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.219361Z

Source-reported events for the cited work

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Observation eb1a4a54-61ad-4015-9fcc-168a62f714b9 · outbound

This paper cites Incremental residual concept bottleneck models,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Incremental residual concept bottleneck models,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.256528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6824e7-1eda-4508-b730-ece536538cfe · outbound

This paper cites On the concept trustworthiness in concept bottleneck models,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography On the concept trustworthiness in concept bottleneck models,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.309530Z

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Unavailable: canonical work link unavailable.

Observation 512f1313-995d-4447-a403-bbf305025798 · outbound

This paper cites What’s in the bottle? A survey and roadmap of concept bottleneck models,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography What’s in the bottle? A survey and roadmap of concept bottleneck models,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.370208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d44615f8-8bc4-45bb-a356-37aa71fd5fe0 · outbound

This paper cites Learning a clinically-relevant concept bottleneck for lesion detection in breast ultrasound,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Learning a clinically-relevant concept bottleneck for lesion detection in breast ultrasound,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.428709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7792d299-af25-431a-91eb-94a268ed8e75 · outbound

This paper cites Spatially Grounded Concept Bottleneck Models for Trustworthy Breast Ultrasound Diagnosis.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Spatially Grounded Concept Bottleneck Models for Trustworthy Breast Ultrasound Diagnosis

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.488942Z

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Observation 797cd32b-a7a0-4bda-965d-1ce0deb7d5e6 · outbound

This paper cites Symbol grounding in neuro-symbolic AI: A gentle introduction to reasoning shortcuts,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Symbol grounding in neuro-symbolic AI: A gentle introduction to reasoning shortcuts,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.571744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9ae012b-5b57-47e7-ab07-aa245b23019f · outbound

This paper cites Shortcuts and identifiability in concept-based models from a neuro- symbolic lens,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Shortcuts and identifiability in concept-based models from a neuro- symbolic lens,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.635238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1515884-dae8-4bb3-ad8e-b7f5a1a48335 · outbound

This paper cites Towards robust metrics for concept represen- tation evaluation,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Towards robust metrics for concept represen- tation evaluation,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.764763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa7f7637-d132-44a6-b6d7-962c24c03d1e · outbound

This paper cites There was never a bottleneck in concept bottleneck models,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography There was never a bottleneck in concept bottleneck models,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.844753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b25a7872-535f-47ae-abab-f24baaa65fbe · outbound

This paper cites A review of methods for trustworthy AI in medical imaging: The FUTURE-AI guidelines,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography A review of methods for trustworthy AI in medical imaging: The FUTURE-AI guidelines,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:44.924756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa3c404-029e-4d56-9b2f-8baadd6f9bb0 · outbound

This paper cites Anatomically faithful but temporally diffuse: Auditing attribution for left-ventricular ejection-fraction estimation from echocardiography,.

Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography Anatomically faithful but temporally diffuse: Auditing attribution for left-ventricular ejection-fraction estimation from echocardiography,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T01:40:45.004752Z

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Pith citing papers

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