Paper Citation Record · LEDGER

Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 inbound Pith citation observations for arXiv:2010.03593.

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

pith.paper-citation-record.v1
2010.03593 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:10:29.932746Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

144
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 925c72a1-28ff-42a9-91e9-3de151f663e8 · inbound

Improving Clean Accuracy via a Tangent-Space Perspective on Adversarial Training cites this paper.

Improving Clean Accuracy via a Tangent-Space Perspective on Adversarial Training Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-23T21:53:29.803086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 42f99789-0cb5-4a00-935a-46a0d1c0e7a3 · inbound

Towards Generalized Certified Robustness with Multi-Norm Training cites this paper.

Towards Generalized Certified Robustness with Multi-Norm Training Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-23T20:03:24.483447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 11a12567-367b-4e34-9323-ad3a729219dd · inbound

Improving Adversarial Robustness Through Adaptive Learning-Driven Multi-Teacher Knowledge Distillation cites this paper.

Improving Adversarial Robustness Through Adaptive Learning-Driven Multi-Teacher Knowledge Distillation Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T13:10:29.932746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86dce101-684d-4eb0-9046-bba4fdcfe668 · inbound

Theoretical Analysis of Relative Errors in Gradient Computations for Adversarial Attacks with CE Loss cites this paper.

Theoretical Analysis of Relative Errors in Gradient Computations for Adversarial Attacks with CE Loss Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T11:49:51.271651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15fd2450-ae4b-4528-9919-2862647a8517 · inbound

RCR-AF: Enhancing Model Generalization via Rademacher Complexity Reduction Activation Function cites this paper.

RCR-AF: Enhancing Model Generalization via Rademacher Complexity Reduction Activation Function Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T11:48:52.140482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4eadba4-1f39-4a21-ad3a-b1f83c2f2840 · inbound

Nearest Neighbor Projection Removal Adversarial Training cites this paper.

Nearest Neighbor Projection Removal Adversarial Training Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-18T17:52:46.243925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 501c8b37-5826-4f50-a6c4-d0a7ea7e87b4 · inbound

Adversarial Robustness in One-Stage Learning-to-Defer cites this paper.

Adversarial Robustness in One-Stage Learning-to-Defer Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-05-21T20:54:21.768109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 2c5d9622-5ad6-4b21-9031-5547a0857da1 · inbound

Adversarial Robustness in One-Stage Learning-to-Defer cites this paper.

Adversarial Robustness in One-Stage Learning-to-Defer Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 2014

Resolution: unresolved; no resolver link, observed 2026-08-04T10:16:30.970275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92fd86f0-0ab4-423c-b4f8-5563b4c0ec22 · inbound

Sample-wise Adaptive Weighting for Transfer Consistency in Adversarial Distillation cites this paper.

Sample-wise Adaptive Weighting for Transfer Consistency in Adversarial Distillation Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-16T23:53:43.114800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 54d7aa69-0da8-4139-96ff-1c8c4294adb6 · inbound

Detecting Adversarial Data via Provable Adversarial Noise Amplification cites this paper.

Detecting Adversarial Data via Provable Adversarial Noise Amplification Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:26:06.119441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 91eda8d3-4c3e-4b03-b820-f50afd250090 · inbound

Measuring Model Robustness via Fisher Information: Spectral Bounds, Theoretical Guarantees, and Practical Algorithms cites this paper.

Measuring Model Robustness via Fisher Information: Spectral Bounds, Theoretical Guarantees, and Practical Algorithms Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 96

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T06:36:43.862977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c2875d21-38f1-4be1-a55a-a456b2e41742 · inbound

The Scissors Effect: When Resize-Based Input Diversity Helps or Hurts Transfer Attacks cites this paper.

The Scissors Effect: When Resize-Based Input Diversity Helps or Hurts Transfer Attacks Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T08:59:43.382171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7d03a0a3-8a36-40e1-ac1d-230ddad735e2 · inbound

Explaining Machine Learning and Memorization with Statistical Mechanics cites this paper.

Explaining Machine Learning and Memorization with Statistical Mechanics Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples

Reference 126

Resolution: verified exact; arxiv_id, observed 2026-07-01T06:05:28.431093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.