Paper Citation Record · LEDGER

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds

As of 16 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2608.10237.

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

pith.paper-citation-record.v1
2608.10237 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:17:14.614292Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

41 of 41 outbound references displayed

verified exact2
verified fuzzy3
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cadd73ae-a046-4ca7-82eb-369b4a55dd3c · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.208465Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3df2bf88-bbd9-4477-947c-85b5b76ad7bd · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.194564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b2cd2432-7e0a-4eaf-9bbe-a408dc0536c3 · outbound

This paper cites siamese.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds siamese

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:17:15.181523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 06df3f04-e567-477f-9101-a9c67f0553c0 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.166189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e949df32-703e-4b1e-a56d-a07ad8df0bb0 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.152069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a31f70fe-3a08-41d9-bf24-b5bf7d503795 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.124238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6bf55118-73fc-4f3d-97aa-79dae8517208 · outbound

This paper cites Enhancing IMU-Based Online Handwriting Recognition via Contrastive Learning with Zero Inference Overhead.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Enhancing IMU-Based Online Handwriting Recognition via Contrastive Learning with Zero Inference Overhead

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:17:14.753077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e33db0ad-14c1-46f8-9e91-20a71df7f357 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.109939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bbca0670-cca5-44a9-a358-c35aa9fe15e4 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.095646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3d609b25-76f7-455d-9cee-da531220d49a · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.488647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70dc6096-51a5-48d1-8b66-385f13744427 · outbound

This paper cites SigScatNet: A Siamese + Scattering based Deep Learning Approach for Signature Forgery Detection and Similarity Assessment.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds SigScatNet: A Siamese + Scattering based Deep Learning Approach for Signature Forgery Detection and Similarity Assessment

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:17:14.720684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b1ba2454-f397-41cc-a986-ecee9e012ef2 · outbound

This paper cites SigNet: Convolutional Siamese Network for Writer Independent Offline Signature Verification.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds SigNet: Convolutional Siamese Network for Writer Independent Offline Signature Verification

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.498023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f9d16dd-d69c-4b19-a0fa-321772a358e7 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Explaining and Harnessing Adversarial Examples

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.502660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 992da5fd-b8ee-4cba-b3b4-1ba935d24254 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.082790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 18d439d5-3dca-4812-a10e-6c8f691f0a17 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.511898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dab36496-917a-46e8-828a-e4ed9bc90f27 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.058800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f4c16fe8-741b-4ee3-af51-0f0cac4f1314 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.043549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d0ef47b8-4454-42c8-8916-7aebd33d0a0b · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.017029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b5e0defe-e8ef-48d5-9b82-2533d0aaccfb · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.003732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a841b9e2-0e50-4d0a-bad4-1745fa609f37 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.990561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 90f18253-307e-4792-af1f-59a408960149 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.976781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 33f336b0-d0bf-41c9-92f1-a24df4a3307c · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.959483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7aadfd11-5e20-45ee-9a10-05ddc003b09b · outbound

This paper cites Generating Adversarial Examples with Adversarial Networks.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Generating Adversarial Examples with Adversarial Networks

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.546627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80b65d63-26ab-494c-929b-65b1bcfc8894 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.943970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ebd3e521-2009-4bc9-8c04-94f7c1f702de · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.931106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 89749a24-b666-4483-9862-127165227e18 · outbound

This paper cites Adversarial Transformation Networks: Learning to Generate Adversarial Examples.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Adversarial Transformation Networks: Learning to Generate Adversarial Examples

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.560472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aea9266e-db19-41ba-93d3-dd2d21d1f5e1 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.915967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b783136c-9db5-4047-892b-353a5832596d · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.900646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f43cf3ef-a913-4939-b37e-b3f58ba749ed · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.572609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca1a1805-93ac-484d-a1ce-662206c5d0fd · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.863544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1345ed5d-2db7-42b8-8135-6b08bdd6a297 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.849369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5fde4a30-6862-470f-978c-4ffc348d4e00 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Adam: A Method for Stochastic Optimization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-14T04:17:14.589978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7e35078-5653-4d9a-ad1b-2f4b898d6d8f · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.835729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 911a262f-492e-4852-a45a-799c67e48d64 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.822966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1e087ff1-5759-416f-830a-64d6ab9b5d4f · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.809573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1722f005-7229-410f-97ea-ce830e15fc44 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.795483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b5f1889e-8beb-4433-9c39-8984cbb54d79 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:14.781897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ee19e9dd-80de-4528-b80d-85715610894b · outbound

This paper cites Berkay Celik, and Ananthram Swami.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Berkay Celik, and Ananthram Swami

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:17:14.767551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3b8a1052-1659-4dde-89b7-db386b291718 · outbound

This paper cites InProceedings of the IEEE conference on computer vision and pattern recognition, 4700–4708.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds InProceedings of the IEEE conference on computer vision and pattern recognition, 4700–4708

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:17:14.877333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f75fa7f4-5e6b-4af6-9ec9-3703062fa473 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 2019

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.030157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c3881755-7106-407a-89eb-df73ba2bcc17 · outbound

This paper cites an unresolved cited work.

Beyond Decision Boundaries: Relational Geometry Attacks on Contrastive Embedding Manifolds Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:17:15.137956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.