Paper Citation Record · LEDGER

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity

As of 19 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2511.02496.

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

pith.paper-citation-record.v1
2511.02496 v2

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T00:17:48.073821Z

measured 23 of 23 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T13:17:45.483163Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T13:23:28.152005Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 25716073-cd7f-4b62-941b-83eb9c1bd576 · outbound

This paper cites Human-level concept learning through probabilis- tic program induction,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Human-level concept learning through probabilis- tic program induction,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:46.477699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 471e0094-623f-447d-9708-d87b9bbdee4b · outbound

This paper cites Matching 10 networks for one shot learning,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Matching 10 networks for one shot learning,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:46.554956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fb15a26-3e7c-4e06-9e4f-26b0597a048a · outbound

This paper cites Model-agnostic meta-learning for fast adaptation of deep networks,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Model-agnostic meta-learning for fast adaptation of deep networks,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:46.716610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cd8235c-7ca0-4ec9-9195-9c87bce7cd1c · outbound

This paper cites Representation Learning: A Review and New Perspectives.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Representation Learning: A Review and New Perspectives

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:46.835517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc4957c5-54f5-423d-ad98-518c7ef7f70d · outbound

This paper cites Pearl,Causality: Models, Reasoning and Inference.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Pearl,Causality: Models, Reasoning and Inference

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:46.949454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9ee9a57-ed60-4d5d-b25b-bf7801ce1f94 · outbound

This paper cites Testing the manifold hypothesis,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Testing the manifold hypothesis,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.036287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef27f2df-e7af-4a38-ba1e-8ffccf7428e8 · outbound

This paper cites Geometric deep learning: go- ing beyond euclidean data,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Geometric deep learning: go- ing beyond euclidean data,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.103835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44e1b611-473f-4000-a8c7-5cd96151fc91 · outbound

This paper cites A global geometric framework for nonlinear di- mensionality reduction,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity A global geometric framework for nonlinear di- mensionality reduction,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.201638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcce932e-9426-4676-a7f4-5463610829b4 · outbound

This paper cites Manifold regularization: A geometric framework for learning from labeled and unlabeled examples,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Manifold regularization: A geometric framework for learning from labeled and unlabeled examples,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.267899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3f75218-0a00-40c8-a2f4-281efe7a8f87 · outbound

This paper cites The in- formation bottleneck method,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity The in- formation bottleneck method,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.373704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b7a473d-9aa6-41a6-8fe9-aeb337c221a3 · outbound

This paper cites Deep Variational Information Bottleneck.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Deep Variational Information Bottleneck

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.445808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9f62c91-fb2e-4ab7-bc87-af5d2cb57d9c · outbound

This paper cites an unresolved cited work.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.449071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfccd827-fe0a-488b-8098-26be57a0cc68 · outbound

This paper cites Maximum likelihood es- timation of intrinsic dimension,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Maximum likelihood es- timation of intrinsic dimension,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.519415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4c26d97-1da5-449d-a00d-9f9050ea36cf · outbound

This paper cites A stochastic estimator of the trace of the influence matrix for laplacian smoothing splines,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity A stochastic estimator of the trace of the influence matrix for laplacian smoothing splines,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.591644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1b9867a-b8f5-4a2b-ac2d-9de856f50dc5 · outbound

This paper cites Towards A Rigorous Science of Interpretable Machine Learning.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Towards A Rigorous Science of Interpretable Machine Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.668029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fec34e7-7697-4b9e-b1aa-c166cc3fc07b · outbound

This paper cites Explanation in artificial intelligence: In- sights from the social sciences,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Explanation in artificial intelligence: In- sights from the social sciences,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.729402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ecdc17b4-08c5-413a-b63f-05d8a26e4a37 · outbound

This paper cites an unresolved cited work.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.797493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc44c1da-9360-4e3c-8473-62a5ea99128b · outbound

This paper cites Rademacher and gaussian complexities: Risk bounds and structural re- sults,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Rademacher and gaussian complexities: Risk bounds and structural re- sults,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.836617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded9ddb1-4c34-4c5a-b89a-3eb4b8185c2c · outbound

This paper cites Chavel,Riemannian Geometry: A Modern Intro- duction (2nd ed.).

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Chavel,Riemannian Geometry: A Modern Intro- duction (2nd ed.)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.886019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c313ada-582c-425b-ae56-edd5970ca297 · outbound

This paper cites Shalev-Shwartz and S.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Shalev-Shwartz and S

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:47.935358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0ad4487-9341-4c65-81c4-e8883132fb1a · outbound

This paper cites an unresolved cited work.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T00:17:48.013394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0143cf8c-c5f7-446e-80ee-6239a3b7d7a4 · outbound

This paper cites Mine: Mutual information neural estimation,.

Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity Mine: Mutual information neural estimation,

Reference 22

Resolution: malformed identifier; no resolver link, observed 2026-08-04T00:17:48.073821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1dc60145-8a87-42d6-acd4-5777a7a8f8dc · inbound

Auditing Training-Free 3D Shape Retrieval with Diffused Geodesic Moments cites this paper.

Auditing Training-Free 3D Shape Retrieval with Diffused Geodesic Moments Geometry as a Missing Axis of Representation Quality: The Variational Geometric Information Bottleneck under Data Scarcity

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-03T02:17:07.233016Z

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.