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Paper Citation Record · LEDGER

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition

As of 19 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2606.01883.

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

pith.paper-citation-record.v1
2606.01883 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T15:20:18.733215Z

measured 33 of 33 standing notices

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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.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

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External citation measurements

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Outbound references

Observation e0a755c6-b2f2-4476-ba10-de520d6897dd · outbound

This paper cites Toward open set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Toward open set recognition,

Reference 1

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Observation 88500a47-deb2-4285-bc07-2763480e081e · outbound

This paper cites Recent advances in open set recognition: A survey,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Recent advances in open set recognition: A survey,

Reference 2

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Observation b6a10263-7821-48b3-aba6-36df6ff51eee · outbound

This paper cites A Survey on Open-Set Image Recognition.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition A Survey on Open-Set Image Recognition

Reference 3

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Observation 32292ba3-42ca-4cff-b581-e21e6a0513ee · outbound

This paper cites Uncertainty- inspired open set learning for retinal anomaly identi- fication,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Uncertainty- inspired open set learning for retinal anomaly identi- fication,

Reference 4

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Observation e9c753f3-78c1-446b-8e5c-fa05f4b13da1 · outbound

This paper cites Preva- lence of neural collapse during the terminal phase of deep learning training,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Preva- lence of neural collapse during the terminal phase of deep learning training,

Reference 5

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Observation 2c565f6c-6a0a-4005-889b-bc9783f7b604 · outbound

This paper cites Reaching nir- vana: Maximizing the margin in both Euclidean and angular spaces for deep neural network classification,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Reaching nir- vana: Maximizing the margin in both Euclidean and angular spaces for deep neural network classification,

Reference 6

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Observation f5611ca4-f391-4346-a029-78fd58d68641 · outbound

This paper cites UCDSC: Open set uncertainty aware deep simplex classifier for medical image datasets,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition UCDSC: Open set uncertainty aware deep simplex classifier for medical image datasets,

Reference 7

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Observation 74f6f4f7-9ab6-446e-b676-f718092715fc · outbound

This paper cites DMDSC: A Dynamic-Margin Deep Simplex Classifier for Open-Set Recognition on Medical Image Datasets.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition DMDSC: A Dynamic-Margin Deep Simplex Classifier for Open-Set Recognition on Medical Image Datasets

Reference 8

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Observation cf62bcbd-f01a-4456-9850-08a6f0620e82 · outbound

This paper cites MedMNIST v2: A large-scale lightweight benchmark for 2D and 3D biomedical image classification,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition MedMNIST v2: A large-scale lightweight benchmark for 2D and 3D biomedical image classification,

Reference 9

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Observation 738daaf0-18aa-4a6f-b5a1-b9a9ea2afca8 · outbound

This paper cites Augmented skin conditions image dataset,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Augmented skin conditions image dataset,

Reference 10

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Observation 88f5e489-5f12-4a91-a80f-64121f4cf1d1 · outbound

This paper cites Probabil- ity models for open set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Probabil- ity models for open set recognition,

Reference 11

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Observation ab6c5d3a-8aed-45f8-b06f-71f7beab24b9 · outbound

This paper cites Towards open set deep networks,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Towards open set deep networks,

Reference 12

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Observation 4f352548-d047-4409-828c-993da290b7f8 · outbound

This paper cites DOC: Deep open classi- fication of text documents,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition DOC: Deep open classi- fication of text documents,

Reference 13

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Observation c4b61967-07b4-40d4-bdba-2cb5850e3098 · outbound

This paper cites Classification-reconstruction learning for open-set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Classification-reconstruction learning for open-set recognition,

Reference 14

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Observation 36032c02-fdc0-4cdc-97ea-4276b95f4d07 · outbound

This paper cites C2AE: Class conditioned auto-encoder for open-set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition C2AE: Class conditioned auto-encoder for open-set recognition,

Reference 15

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Observation d5a73027-58e8-42ea-bcc9-8b92028df8b6 · outbound

This paper cites Towards open world recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Towards open world recognition,

Reference 16

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Observation 88243d92-45ce-4721-8f60-fe4949a04706 · outbound

This paper cites Nearest neighbors dis- tance ratio open-set classifier,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Nearest neighbors dis- tance ratio open-set classifier,

Reference 17

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Observation b2a57c12-075e-4833-90b8-5e18a0dfb038 · outbound

This paper cites The extreme value machine,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition The extreme value machine,

Reference 18

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Observation deb03775-95d0-431c-afd0-3eda0ab1a532 · outbound

This paper cites Robust classification with convolutional prototype learning,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Robust classification with convolutional prototype learning,

Reference 19

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Observation a429b8f4-e7b6-46d2-97d2-0f616cd2ecf4 · outbound

This paper cites Learning open set network with dis- criminative reciprocal points,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Learning open set network with dis- criminative reciprocal points,

Reference 20

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Observation a18321e2-75fe-47f0-8b64-a6c52028452c · outbound

This paper cites Adversar- ial reciprocal points learning for open set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Adversar- ial reciprocal points learning for open set recognition,

Reference 21

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Observation a6a23d1a-36e5-49e6-8cef-385e6059e7eb · outbound

This paper cites Difficulty-aware simulator for open set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Difficulty-aware simulator for open set recognition,

Reference 22

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Observation 946067d8-5733-434c-8b76-aac873fda446 · outbound

This paper cites Learning large margin sparse embeddings for open set medical diagnosis,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Learning large margin sparse embeddings for open set medical diagnosis,

Reference 23

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Observation 8c89b349-559e-405d-ac1f-9a44272ba8b8 · outbound

This paper cites Open-set recogni- tion with Gaussian mixture variational autoencoders,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Open-set recogni- tion with Gaussian mixture variational autoencoders,

Reference 24

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Observation 749d1f1b-308a-4d33-9bd5-295c69949d2d · outbound

This paper cites Harmonic equiangular tight frames comprised of regular simplices,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Harmonic equiangular tight frames comprised of regular simplices,

Reference 25

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Observation 9230f4db-56bd-4acc-953d-1dd5fb916ce3 · outbound

This paper cites A geometric analysis of neural col- lapse with unconstrained features,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition A geometric analysis of neural col- lapse with unconstrained features,

Reference 26

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Observation 9bbc5835-7f4d-4314-a5cc-deab01c4288a · outbound

This paper cites Neural collapse with normalized features: A geomet- ric analysis over the Riemannian manifold,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Neural collapse with normalized features: A geomet- ric analysis over the Riemannian manifold,

Reference 27

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Observation a3d97762-5394-45ac-a30d-6da3a20caec3 · outbound

This paper cites Imbalance trouble: Revisiting neural- collapse geometry,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Imbalance trouble: Revisiting neural- collapse geometry,

Reference 28

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Observation c1b0ee9e-7b91-4d4d-a8c4-987a242ef305 · outbound

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Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Engi- neering the neural collapse geometry of supervised- contrastive loss,

Reference 29

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Observation aa636569-88bb-4bc2-a5d0-19657f26c1e0 · outbound

This paper cites Revealing the two sides of data aug- mentation: An asymmetric distillation-based win- win solution for open-set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Revealing the two sides of data aug- mentation: An asymmetric distillation-based win- win solution for open-set recognition,

Reference 30

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Observation abaec135-be61-4429-85f6-4b54fd1137cb · outbound

This paper cites Deep anomaly detection with outlier exposure,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Deep anomaly detection with outlier exposure,

Reference 31

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Observation d434163d-1220-462c-8a14-4e44be0830a3 · outbound

This paper cites Reduc- ing network agnostophobia,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Reduc- ing network agnostophobia,

Reference 32

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Observation fb8bec70-0d66-4977-95b5-e5b3b1394329 · outbound

This paper cites Class anchor clustering: A loss for distance-based open set recognition,.

Beyond the Simplex: Balanced Prototype Geometry for Scorer-Agnostic Open-Set Recognition Class anchor clustering: A loss for distance-based open set recognition,

Reference 33

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