Position: Certified Robustness Does Not (Yet) Imply Model Security | Paper Citation Record

Observation 32002f84-9ce4-4666-a08f-ed98c5aaee6e · outbound

This paper cites Cullen, and Tansu Alpcan.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, and Tansu Alpcan

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:54.341285Z

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Observation 9e5ba5bc-00f2-4b18-bcb7-249cb781e569 · outbound

This paper cites Politics of Adversarial Machine Learning.

Position: Certified Robustness Does Not (Yet) Imply Model Security Politics of Adversarial Machine Learning

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:44:08.882415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 683b8811-063b-44ec-a697-aa479e73079f · outbound

This paper cites Obfuscated gradients give a false sense of security: Circumventing defenses to adversarial examples.

Position: Certified Robustness Does Not (Yet) Imply Model Security Obfuscated gradients give a false sense of security: Circumventing defenses to adversarial examples

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:54.555880Z

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Observation c09017f0-d971-4c58-82fc-9a049bd4e5b7 · outbound

This paper cites Differential Privacy on Finite Computers.

Position: Certified Robustness Does Not (Yet) Imply Model Security Differential Privacy on Finite Computers

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:54.678649Z

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Observation 657f7e27-c9dd-40eb-ac87-80f2a1dffb8b · outbound

This paper cites Evasion A ttacks A gainst M achine L earning at T est T ime.

Position: Certified Robustness Does Not (Yet) Imply Model Security Evasion A ttacks A gainst M achine L earning at T est T ime

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:54.782967Z

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Observation b189dd80-5ad6-4fd1-85fb-97f93a9c2fe7 · outbound

This paper cites The Fourth International Verification of Neural Networks Competition (VNN-COMP 2023): Summary and Results.

Position: Certified Robustness Does Not (Yet) Imply Model Security The Fourth International Verification of Neural Networks Competition (VNN-COMP 2023): Summary and Results

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:54.903149Z

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Observation 26d07490-a690-4588-b8db-3f03f092c063 · outbound

This paper cites Gender S hades: I ntersectional A ccuracy D isparities in C ommercial G ender C lassification.

Position: Certified Robustness Does Not (Yet) Imply Model Security Gender S hades: I ntersectional A ccuracy D isparities in C ommercial G ender C lassification

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.039116Z

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Observation ba2f1c9e-cacc-42cd-8cb2-d085de4b08c9 · outbound

This paper cites MagNet and "Efficient Defenses Against Adversarial Attacks" are Not Robust to Adversarial Examples.

Position: Certified Robustness Does Not (Yet) Imply Model Security MagNet and "Efficient Defenses Against Adversarial Attacks" are Not Robust to Adversarial Examples

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.155104Z

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Observation 080decf2-33d9-46a7-b167-bb9cfba7fc7f · outbound

This paper cites Towards E valuating the R obustness of N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Towards E valuating the R obustness of N eural N etworks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.253314Z

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Observation ade5bd82-9233-4e61-85ef-6a967a184596 · outbound

This paper cites Implicit D iversity in I mage S ummarization.

Position: Certified Robustness Does Not (Yet) Imply Model Security Implicit D iversity in I mage S ummarization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.411174Z

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Observation d873f767-ba36-4d54-b789-aeb823e50085 · outbound

This paper cites Adversarial Attacks and Defences: A Survey.

Position: Certified Robustness Does Not (Yet) Imply Model Security Adversarial Attacks and Defences: A Survey

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.527362Z

Source-reported events for the cited work

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Observation dc823b87-a689-4606-a278-7db46527cc84 · outbound

This paper cites Certified D efenses for A dversarial P atches.

Position: Certified Robustness Does Not (Yet) Imply Model Security Certified D efenses for A dversarial P atches

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.648179Z

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Observation 77b19635-da9e-4b39-8dcc-5acaec0ff64e · outbound

This paper cites Certified A dversarial R obustness via R andomized S moothing.

Position: Certified Robustness Does Not (Yet) Imply Model Security Certified A dversarial R obustness via R andomized S moothing

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.772984Z

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Observation 15005d78-7cbb-4cde-81d9-c14823ae6e27 · outbound

This paper cites Reliable E valuation of A dversarial R obustness with an E nsemble of D iverse P arameter- F ree A ttacks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Reliable E valuation of A dversarial R obustness with an E nsemble of D iverse P arameter- F ree A ttacks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:55.915185Z

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Observation 438c87bf-c921-4d19-8d46-ef550e3b8609 · outbound

This paper cites Cullen, Paul Montague, Shijie Liu, Sarah Monazam Erfani, and Benjamin I.P.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, Paul Montague, Shijie Liu, Sarah Monazam Erfani, and Benjamin I.P

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.018826Z

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Observation 9aa1f3bc-120c-46f0-9564-65da0102129d · outbound

This paper cites Cullen, Benjamin I.P.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, Benjamin I.P

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.145911Z

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Observation 07f0b557-9537-4a2a-8e4e-52aef8e6937b · outbound

This paper cites Cullen, Tansu Alpcan, and Alexander Kalloniatis.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, Tansu Alpcan, and Alexander Kalloniatis

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.255287Z

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Observation f8733539-525f-4eea-abc5-55b8b59449a9 · outbound

This paper cites Cullen, Shijie Liu, Paul Montague, Sarah M.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, Shijie Liu, Paul Montague, Sarah M

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.378053Z

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Observation 940c3ac5-9419-4e85-a8aa-6d0676d057e9 · outbound

This paper cites Cullen, Paul Montague, Shijie Liu, Sarah Erfani, and Benjamin I.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, Paul Montague, Shijie Liu, Sarah Erfani, and Benjamin I

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.473475Z

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Observation 03ed78b4-ca6a-4337-81b5-589da24f918e · outbound

This paper cites Imagenet: A L arge-scale H ierarchical I mage D atabase.

Position: Certified Robustness Does Not (Yet) Imply Model Security Imagenet: A L arge-scale H ierarchical I mage D atabase

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.571392Z

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Observation a899ed4a-1797-414a-91e6-53a366cccf6c · outbound

This paper cites Privacy A udits for D ifferential P rivacy.

Position: Certified Robustness Does Not (Yet) Imply Model Security Privacy A udits for D ifferential P rivacy

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.701497Z

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Observation 1d4160d8-59e6-4577-b428-b3410c990b18 · outbound

This paper cites Towards learning with limited labels: Equivariance, Invariance, and Beyond.

Position: Certified Robustness Does Not (Yet) Imply Model Security Towards learning with limited labels: Equivariance, Invariance, and Beyond

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.864630Z

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Observation ada41f51-3bd3-41f9-87e1-f1173e130281 · outbound

This paper cites A F ramework for R obustness C ertification of S moothed C lassifiers using f- D ivergences.

Position: Certified Robustness Does Not (Yet) Imply Model Security A F ramework for R obustness C ertification of S moothed C lassifiers using f- D ivergences

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:57.015651Z

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Observation 5a787b67-478c-476c-994f-f46c434e2680 · outbound

This paper cites Calibrating N oise to S ensitivity in P rivate D ata A nalysis.

Position: Certified Robustness Does Not (Yet) Imply Model Security Calibrating N oise to S ensitivity in P rivate D ata A nalysis

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:57.178267Z

Source-reported events for the cited work

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Observation 1ab3122b-fba0-4161-beab-537787a12836 · outbound

This paper cites Adversarial A ttacks on M edical M achine L earning.

Position: Certified Robustness Does Not (Yet) Imply Model Security Adversarial A ttacks on M edical M achine L earning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:24.878343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 905191b3-561c-427c-b17f-1cf1f63aa089 · outbound

This paper cites A P rogramming F ramework for O pen D P.

Position: Certified Robustness Does Not (Yet) Imply Model Security A P rogramming F ramework for O pen D P

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:24.570054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 86c9c3eb-3112-4dd5-9df6-85110bbca59c · outbound

This paper cites Motivating the Rules of the Game for Adversarial Example Research.

Position: Certified Robustness Does Not (Yet) Imply Model Security Motivating the Rules of the Game for Adversarial Example Research

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:57.561699Z

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Observation c5af38d7-a1fd-4bce-876c-78b0a11e4be3 · outbound

This paper cites Explaining and H arnessing A dversarial E xamples.

Position: Certified Robustness Does Not (Yet) Imply Model Security Explaining and H arnessing A dversarial E xamples

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:24.275199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 55b0bee6-a653-4237-9866-c21c3b5e8a6c · outbound

This paper cites On S imultaneous C onfidence I ntervals for M ultinomial P roportions.

Position: Certified Robustness Does Not (Yet) Imply Model Security On S imultaneous C onfidence I ntervals for M ultinomial P roportions

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:24.086787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0a928acd-14e6-4b62-a6c0-92840f709a07 · outbound

This paper cites Scalable C ertified R obustness via I nterval B ound P ropagation.

Position: Certified Robustness Does Not (Yet) Imply Model Security Scalable C ertified R obustness via I nterval B ound P ropagation

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:23.940883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8d9fce40-f1c9-4ab0-9d80-41a4641a6afa · outbound

This paper cites Reducing Certified Regression to Certified Classification for General Poisoning Attacks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Reducing Certified Regression to Certified Classification for General Poisoning Attacks

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:44:08.535861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 99a9f5f9-1f0e-447a-9519-0ac7c905e325 · outbound

This paper cites Reinforcement L earning for A utonomous D efence in S oftware- D efined N etworking.

Position: Certified Robustness Does Not (Yet) Imply Model Security Reinforcement L earning for A utonomous D efence in S oftware- D efined N etworking

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:23.757223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c4e4e963-cc15-47f8-b338-930f19683b33 · outbound

This paper cites Formal G uarantees on the R obustness of a C lassifier A gainst A dversarial M anipulation.

Position: Certified Robustness Does Not (Yet) Imply Model Security Formal G uarantees on the R obustness of a C lassifier A gainst A dversarial M anipulation

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:23.490180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 03c57011-ecc9-427c-aecb-f38a4bd780e7 · outbound

This paper cites Joseph, Blaine Nelson, Benjamin I.

Position: Certified Robustness Does Not (Yet) Imply Model Security Joseph, Blaine Nelson, Benjamin I

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:23.265942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 08517b48-08d4-417b-be16-caa1536a9744 · outbound

This paper cites an unresolved cited work.

Position: Certified Robustness Does Not (Yet) Imply Model Security Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:44:22.994302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 696c13a3-f03a-42a0-98bf-3cd68921f942 · outbound

This paper cites The Threat of Adversarial Attacks on Machine Learning in Network Security -- A Survey.

Position: Certified Robustness Does Not (Yet) Imply Model Security The Threat of Adversarial Attacks on Machine Learning in Network Security -- A Survey

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:58.581546Z

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Observation fd002fbc-b17a-4165-b89f-78856e5faff2 · outbound

This paper cites International Organization for Standardization and International Electrotechnical Commission, Geneva, Switzerland, 2022.

Position: Certified Robustness Does Not (Yet) Imply Model Security International Organization for Standardization and International Electrotechnical Commission, Geneva, Switzerland, 2022

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:22.738506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3be9c7fa-1e2e-4dd9-b2dd-42d78eb10f6f · outbound

This paper cites Are W e T here Y et? T iming and F loating- P oint A ttacks on D ifferential P rivacy S ystems.

Position: Certified Robustness Does Not (Yet) Imply Model Security Are W e T here Y et? T iming and F loating- P oint A ttacks on D ifferential P rivacy S ystems

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:22.480582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 73ca5b6f-919a-452f-b207-da2d89202dce · outbound

This paper cites Elephants D o N ot F orget: D ifferential P rivacy with S tate C ontinuity for P rivacy B udget.

Position: Certified Robustness Does Not (Yet) Imply Model Security Elephants D o N ot F orget: D ifferential P rivacy with S tate C ontinuity for P rivacy B udget

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:22.200654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8be3eb88-0dff-4916-bb04-9fca7b46e545 · outbound

This paper cites an unresolved cited work.

Position: Certified Robustness Does Not (Yet) Imply Model Security Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:44:21.944206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8027c612-0eca-4263-aef7-ccdc115bee58 · outbound

This paper cites Fairface: F ace A ttribute D ataset for B alanced R ace, G ender, and A ge for B ias M easurement and M itigation.

Position: Certified Robustness Does Not (Yet) Imply Model Security Fairface: F ace A ttribute D ataset for B alanced R ace, G ender, and A ge for B ias M easurement and M itigation

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:21.635192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 42ef0d07-8c90-4967-8528-600551668ec3 · outbound

This paper cites Privacy T heater: W hy S ocial N etworks O nly P retend to P rotect Y ou.

Position: Certified Robustness Does Not (Yet) Imply Model Security Privacy T heater: W hy S ocial N etworks O nly P retend to P rotect Y ou

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:21.377984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9d63fcb4-7dd6-4961-a602-eac41817378b · outbound

This paper cites Certification of Speaker Recognition Models to Additive Perturbations.

Position: Certified Robustness Does Not (Yet) Imply Model Security Certification of Speaker Recognition Models to Additive Perturbations

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:59.413830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0f7a72-8ca9-4ab3-b9d7-722ba9581d67 · outbound

This paper cites Learning M ultiple L ayers of F eatures from T iny I mages.

Position: Certified Robustness Does Not (Yet) Imply Model Security Learning M ultiple L ayers of F eatures from T iny I mages

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:21.068196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9928a483-7b77-454b-85ff-9a4754464ac4 · outbound

This paper cites Regularization for Deep Learning: A Taxonomy.

Position: Certified Robustness Does Not (Yet) Imply Model Security Regularization for Deep Learning: A Taxonomy

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:59.642817Z

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Observation 9c70a4ec-6903-4cf1-aa33-692992aa8038 · outbound

This paper cites Policy Smoothing for Provably Robust Reinforcement Learning.

Position: Certified Robustness Does Not (Yet) Imply Model Security Policy Smoothing for Provably Robust Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:59.795601Z

Source-reported events for the cited work

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Observation 6d06ed91-d523-4165-a057-ea816cafe2c4 · outbound

This paper cites Adversarial M achine L earning- I ndustry P erspectives.

Position: Certified Robustness Does Not (Yet) Imply Model Security Adversarial M achine L earning- I ndustry P erspectives

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:20.873872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f201aa00-22bb-4e4d-820d-303d9ce71602 · outbound

This paper cites Adversarial machine learning at scale.

Position: Certified Robustness Does Not (Yet) Imply Model Security Adversarial machine learning at scale

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:20.565732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8e443a2a-273c-4d40-862c-27d9651a5fb8 · outbound

This paper cites Gradient- B ased L earning A pplied to D ocument R ecognition.

Position: Certified Robustness Does Not (Yet) Imply Model Security Gradient- B ased L earning A pplied to D ocument R ecognition

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:20.345931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c761a1da-9e89-44b9-a2a9-e504fc759036 · outbound

This paper cites Certified R obustness to A dversarial E xamples with D ifferential P rivacy.

Position: Certified Robustness Does Not (Yet) Imply Model Security Certified R obustness to A dversarial E xamples with D ifferential P rivacy

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:20.094262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 510637ab-24ef-4116-8e64-5bd7998858d6 · outbound

This paper cites Globally- R obust N neural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Globally- R obust N neural N etworks

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:19.919675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7b10c08e-77f2-4bb3-82f0-22ff558006a9 · outbound

This paper cites (de) R andomized S moothing for C ertifiable D efense against P atch A ttacks.

Position: Certified Robustness Does Not (Yet) Imply Model Security (de) R andomized S moothing for C ertifiable D efense against P atch A ttacks

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:19.711905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 730d2889-cca3-45d1-bdd4-dec4c0bdb84e · outbound

This paper cites Certified A dversarial R obustness with A dditive N oise.

Position: Certified Robustness Does Not (Yet) Imply Model Security Certified A dversarial R obustness with A dditive N oise

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:19.512976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6c35dbbd-4843-400c-9a15-9dbf23bd0872 · outbound

This paper cites Cullen, Paul Montague, Sarah M.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, Paul Montague, Sarah M

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:19.300429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 63d79340-45c4-4f74-987a-88d9692a772b · outbound

This paper cites Cullen, Paul Montague, Sarah M.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, Paul Montague, Sarah M

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:19.017095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 26814004-f1fd-40ac-8dfe-eaa6b2887a79 · outbound

This paper cites Fox in the Henhouse: Supply-Chain Backdoor Attacks Against Reinforcement Learning.

Position: Certified Robustness Does Not (Yet) Imply Model Security Fox in the Henhouse: Supply-Chain Backdoor Attacks Against Reinforcement Learning

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T00:44:01.319756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1acaaa28-d8f9-41d1-a82a-73f3191d151e · outbound

This paper cites Group and A ttack: A uditing D ifferential P rivacy.

Position: Certified Robustness Does Not (Yet) Imply Model Security Group and A ttack: A uditing D ifferential P rivacy

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:18.847445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5dca401e-02d2-41f7-a1d1-f38f6567eb2a · outbound

This paper cites o rn L \.

Position: Certified Robustness Does Not (Yet) Imply Model Security o rn L \

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:18.671015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c71de213-5962-4ade-9f81-d59fbdaa5b8f · outbound

This paper cites Towards E valuating and T raining R erifiably R obust N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Towards E valuating and T raining R erifiably R obust N eural N etworks

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:18.351514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b0eefaad-058f-4155-8b3a-2c1eed43ec3d · outbound

This paper cites Towards D eep L earning M odels R esistant to A dversarial A ttacks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Towards D eep L earning M odels R esistant to A dversarial A ttacks

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:18.067073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bf4f938a-abe9-428e-9e4b-2503520597bc · outbound

This paper cites Dataset D iversity: M easuring and M itigating G eographical B ias in I mage S earch and R etrieval.

Position: Certified Robustness Does Not (Yet) Imply Model Security Dataset D iversity: M easuring and M itigating G eographical B ias in I mage S earch and R etrieval

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:17.847721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fdfb4625-c741-459c-bd61-fce61f29652d · outbound

This paper cites Is Certifying $\ell_p$ Robustness Still Worthwhile?.

Position: Certified Robustness Does Not (Yet) Imply Model Security Is Certifying $\ell_p$ Robustness Still Worthwhile?

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T00:44:02.111831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73cad2c9-ce66-4949-977b-53ef46ad8e14 · outbound

This paper cites Mag N et: A T wo- P ronged D efense A gainst A dversarial E xamples.

Position: Certified Robustness Does Not (Yet) Imply Model Security Mag N et: A T wo- P ronged D efense A gainst A dversarial E xamples

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:17.563823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 03ca042d-8d23-4190-b248-9fd21b6cec56 · outbound

This paper cites Differentiable A bstract I nterpretation for P rovably R obust N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Differentiable A bstract I nterpretation for P rovably R obust N eural N etworks

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:17.297145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 64978c58-95a1-40cd-81a2-2eb6135f65a9 · outbound

This paper cites On S ignificance of the L east S ignificant B its for D ifferential P rivacy.

Position: Certified Robustness Does Not (Yet) Imply Model Security On S ignificance of the L east S ignificant B its for D ifferential P rivacy

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:17.065784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 679e7f34-f412-4500-a566-ec23afdd99e4 · outbound

This paper cites Towards V erifying R obustness of N eural N etworks A gainst A F amily of S emantic P erturbations.

Position: Certified Robustness Does Not (Yet) Imply Model Security Towards V erifying R obustness of N eural N etworks A gainst A F amily of S emantic P erturbations

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:16.850573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4b9ac994-fccc-49b9-bbbc-881991269c9e · outbound

This paper cites Deep F ool: A S imple and A ccurate M ethod to F ool D eep N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Deep F ool: A S imple and A ccurate M ethod to F ool D eep N eural N etworks

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:16.568053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 26018a02-542a-4e90-b82e-29d6081946a3 · outbound

This paper cites Certified P olicy S moothing for C ooperative M ulti- A gent R einforcement L earning.

Position: Certified Robustness Does Not (Yet) Imply Model Security Certified P olicy S moothing for C ooperative M ulti- A gent R einforcement L earning

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:16.264174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3f0b95e3-04db-43e9-9b1d-6870c49e6c2c · outbound

This paper cites The Third International Verification of Neural Networks Competition (VNN-COMP 2022): Summary and Results.

Position: Certified Robustness Does Not (Yet) Imply Model Security The Third International Verification of Neural Networks Competition (VNN-COMP 2022): Summary and Results

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T00:44:03.129488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a45f60d7-bb75-447e-a967-7f7307d1f77d · outbound

This paper cites Instance S paces for M achine L earning C lassification.

Position: Certified Robustness Does Not (Yet) Imply Model Security Instance S paces for M achine L earning C lassification

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:16.019605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e244b76-f6af-41bd-9d9e-80be11731611 · outbound

This paper cites AI Risk Management Framework (AI RMF) 1.0.

Position: Certified Robustness Does Not (Yet) Imply Model Security AI Risk Management Framework (AI RMF) 1.0

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:15.739778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3d55f40c-17af-4c4d-9275-752ad8326661 · outbound

This paper cites The O pen D P W hite P aper.

Position: Certified Robustness Does Not (Yet) Imply Model Security The O pen D P W hite P aper

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:15.479301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3b7b0378-6553-4ef6-ab52-e1edec9c9cd6 · outbound

This paper cites The limitations of deep learning in adversarial settings.

Position: Certified Robustness Does Not (Yet) Imply Model Security The limitations of deep learning in adversarial settings

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:15.048822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation af3e2c7a-e67c-4c24-b415-98270657625f · outbound

This paper cites Distillation as a D efense to A dversarial P erturbations against D eep N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Distillation as a D efense to A dversarial P erturbations against D eep N eural N etworks

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:14.788538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation edca459c-0af5-49e3-a142-aafd7b4f9c77 · outbound

This paper cites Practical B lack- B ox A ttacks against M achine L earning.

Position: Certified Robustness Does Not (Yet) Imply Model Security Practical B lack- B ox A ttacks against M achine L earning

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:14.505729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 85a5bd81-bc05-4beb-bec9-1bb224d1a11f · outbound

This paper cites Playing the Game of Universal Adversarial Perturbations.

Position: Certified Robustness Does Not (Yet) Imply Model Security Playing the Game of Universal Adversarial Perturbations

Reference 76

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:44:08.227652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2d19e063-3b34-47b1-ad64-5a4429fb7fa7 · outbound

This paper cites an unresolved cited work.

Position: Certified Robustness Does Not (Yet) Imply Model Security Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-07T00:44:14.283134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 65ad6063-27c1-46ff-9dea-6cded413d3b6 · outbound

This paper cites Imagenet L arge S cale V isual R ecognition C hallenge.

Position: Certified Robustness Does Not (Yet) Imply Model Security Imagenet L arge S cale V isual R ecognition C hallenge

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:14.012463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 40a881eb-397d-418e-9bff-b4ab41b8dc82 · outbound

This paper cites Provably R obust D eep L earning via A dversarially T rained S moothed C lassifiers.

Position: Certified Robustness Does Not (Yet) Imply Model Security Provably R obust D eep L earning via A dversarially T rained S moothed C lassifiers

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:13.802312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2f3a950c-58e5-4465-8abf-9566a85dc5ae · outbound

This paper cites A C onvex R elaxation B arrier to T ight R obustness V erification of N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security A C onvex R elaxation B arrier to T ight R obustness V erification of N eural N etworks

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:13.544017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1ad92bf6-9483-494d-9651-5980b3d5e302 · outbound

This paper cites Formal V erification for N eural N etworks with G eneral N onlinearities via B ranch- A nd- B ound.

Position: Certified Robustness Does Not (Yet) Imply Model Security Formal V erification for N eural N etworks with G eneral N onlinearities via B ranch- A nd- B ound

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:13.222826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bd212a7b-91c1-40ed-9714-abc5449bc591 · outbound

This paper cites Fast and E ffective R obustness C ertification.

Position: Certified Robustness Does Not (Yet) Imply Model Security Fast and E ffective R obustness C ertification

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:12.984188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1e121935-a6b0-4e2d-a056-d3b40456ed11 · outbound

This paper cites An A bstract D omain for C ertifying N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security An A bstract D omain for C ertifying N eural N etworks

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:12.824716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef75589d-9b18-454f-9614-5d22364aeaff · outbound

This paper cites Understanding R isks of P rivacy T heater with D ifferential P rivacy.

Position: Certified Robustness Does Not (Yet) Imply Model Security Understanding R isks of P rivacy T heater with D ifferential P rivacy

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:12.674576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cdc09798-42f1-4546-aaac-e1588ce6b779 · outbound

This paper cites Understanding TSP D ifficulty by L earning from E volved I nstances.

Position: Certified Robustness Does Not (Yet) Imply Model Security Understanding TSP D ifficulty by L earning from E volved I nstances

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:12.490448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a9935a73-37ce-4a4e-ac31-7ffa6dfec873 · outbound

This paper cites Cullen, and Benjamin I.P.

Position: Certified Robustness Does Not (Yet) Imply Model Security Cullen, and Benjamin I.P

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:12.291349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 93edb3aa-0986-4ed0-a7a9-d69485ed668d · outbound

This paper cites Intriguing P roperties of N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Intriguing P roperties of N eural N etworks

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:12.051888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c4bcb770-24fd-46fd-b603-bcf7c2b6a375 · outbound

This paper cites Lipschitz- M argin T raining: S calable C ertification of P erturbation I nvariance for D eep N eural N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Lipschitz- M argin T raining: S calable C ertification of P erturbation I nvariance for D eep N eural N etworks

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:11.883970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e982f0e8-0ce5-49b8-acf1-362596d663e4 · outbound

This paper cites Beta- CROWN : E fficient B ound P ropagation with P er- N euron S plit C onstraints for N eural N etwork R obustness V erification.

Position: Certified Robustness Does Not (Yet) Imply Model Security Beta- CROWN : E fficient B ound P ropagation with P er- N euron S plit C onstraints for N eural N etwork R obustness V erification

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:11.747975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation db70ca01-8cda-4f0b-9e4b-004324f00d71 · outbound

This paper cites Towards F ast C omputation of C ertified R obustness for R e LU N etworks.

Position: Certified Robustness Does Not (Yet) Imply Model Security Towards F ast C omputation of C ertified R obustness for R e LU N etworks

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:11.517799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 251618a8-f297-4142-86f9-716ca981dce1 · outbound

This paper cites COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks.

Position: Certified Robustness Does Not (Yet) Imply Model Security COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks

Reference 91

Resolution: verified exact; local_arxiv, observed 2026-08-07T00:44:07.892575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 946cff58-4c37-4cc2-9953-a7907a9587c5 · outbound

This paper cites Making an I nvisibility C loak: R eal W orld A dversarial A ttacks on O bject D etectors.

Position: Certified Robustness Does Not (Yet) Imply Model Security Making an I nvisibility C loak: R eal W orld A dversarial A ttacks on O bject D etectors

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:11.254767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1eafc73d-65a5-4e82-901c-6a5bba6dde30 · outbound

This paper cites Spatially T ransformed A dversarial E xamples.

Position: Certified Robustness Does Not (Yet) Imply Model Security Spatially T ransformed A dversarial E xamples

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:10.964546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 48f3fd9d-29e9-43a0-a05c-15e80d670406 · outbound

This paper cites Towards E ffective D ifferential P rivacy C ommunication for U sers’ D ata S haring D ecision and C omprehension.

Position: Certified Robustness Does Not (Yet) Imply Model Security Towards E ffective D ifferential P rivacy C ommunication for U sers’ D ata S haring D ecision and C omprehension

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:10.680317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a49a79dc-b5d6-41a7-8833-941f8a821c22 · outbound

This paper cites Automatic P erturbation A nalysis for S calable C ertified R obustness and B eyond.

Position: Certified Robustness Does Not (Yet) Imply Model Security Automatic P erturbation A nalysis for S calable C ertified R obustness and B eyond

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:10.360779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 18928d75-3cc4-4c69-86cf-1046c0947976 · outbound

This paper cites Randomized S moothing of A ll S hapes and S izes.

Position: Certified Robustness Does Not (Yet) Imply Model Security Randomized S moothing of A ll S hapes and S izes

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:10.112431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6abfca14-d837-432a-bc52-91161014df03 · outbound

This paper cites Efficient N eural N etwork R obustness C ertification with G eneral A ctivation F unctions.

Position: Certified Robustness Does Not (Yet) Imply Model Security Efficient N eural N etwork R obustness C ertification with G eneral A ctivation F unctions

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:09.845695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6889ea0c-5f15-477b-bc4a-f20141c92dbf · outbound

This paper cites Efficient N eural N etwork R obustness C ertification with G eneral A ctivation F unctions.

Position: Certified Robustness Does Not (Yet) Imply Model Security Efficient N eural N etwork R obustness C ertification with G eneral A ctivation F unctions

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:09.530014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d2f459ea-33aa-47bf-96ea-fd5897a0a5f2 · outbound

This paper cites A S urvey of G ame T heoretic A pproach for A dversarial M achine L earning.

Position: Certified Robustness Does Not (Yet) Imply Model Security A S urvey of G ame T heoretic A pproach for A dversarial M achine L earning

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T00:44:09.188483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers