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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family

As of 6 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2607.18339.

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2607.18339 v1

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Outbound references

Observation 21b873a6-ddce-4974-a56e-33c5114fb183 · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Explaining and Harnessing Adversarial Examples

Reference 1

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Observation 68812362-3965-4137-9902-fbef5b28d50b · outbound

This paper cites Towards deep learning models resistant to adversarial attacks,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Towards deep learning models resistant to adversarial attacks,

Reference 2

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This paper cites On detecting adversarial perturbations,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family On detecting adversarial perturbations,

Reference 3

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This paper cites Adversarial examples are not easily detected: Bypassing ten detection methods,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Adversarial examples are not easily detected: Bypassing ten detection methods,

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Observation 8eedfdf7-e3b5-46b8-89e7-485ede60eac4 · outbound

This paper cites Adversarial training for free!.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Adversarial training for free!

Reference 5

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This paper cites Fast is better than free: Revis- iting adversarial training,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Fast is better than free: Revis- iting adversarial training,

Reference 6

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This paper cites Diffusion models for adversarial purification,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Diffusion models for adversarial purification,

Reference 7

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Observation 33747dc8-7781-471a-b99c-341b60479eca · outbound

This paper cites Robust evaluation of diffusion-based adver- sarial purification,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Robust evaluation of diffusion-based adver- sarial purification,

Reference 8

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Observation a8e8802f-a19e-4ed7-ba9e-8d96be006360 · outbound

This paper cites A comprehensive study on robustness of image classification models: Benchmarking and rethinking,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family A comprehensive study on robustness of image classification models: Benchmarking and rethinking,

Reference 9

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This paper cites Sample-specific noise injection for diffusion-based adversarial purification,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Sample-specific noise injection for diffusion-based adversarial purification,

Reference 10

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This paper cites On the robustness of randomized ensembles to adversarial perturbations,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family On the robustness of randomized ensembles to adversarial perturbations,

Reference 11

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This paper cites Do ad- versarially robust imagenet models transfer better?.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Do ad- versarially robust imagenet models transfer better?

Reference 12

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This paper cites When adversarial training meets vision transformers: recipes from training to architec- ture,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family When adversarial training meets vision transformers: recipes from training to architec- ture,

Reference 13

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Robust clip: Unsupervised adversarial fine-tuning of vision embeddings for robust large vision-language models,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Under- standing zero-shot adversarial robustness for large-scale models,

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This paper cites Sim-clip: Unsupervised siamese ad- versarial fine-tuning for robust and semantically-rich vision-language models,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Sim-clip: Unsupervised siamese ad- versarial fine-tuning for robust and semantically-rich vision-language models,

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This paper cites Digital image enhancement and noise filtering by use of local statistics,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Digital image enhancement and noise filtering by use of local statistics,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Unresolved cited work

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family The jpeg still picture compression standard,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Defense-gan: Protect- ing classifiers against adversarial attacks using generative models,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Ape-gan: Adversar- ial perturbation elimination with gan,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Adversarial purification with score- based generative models,

Reference 22

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Stochastic security: Adver- sarial defense using long-run dynamics of energy-based models,

Reference 23

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Online adversarial purification based on self-supervised learning,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Purify unlearnable examples via rate-constrained variational autoencoders,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Mimicdiffusion: Purifying adversarial perturbation via mimicking clean diffusion model,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Diffusion models demand contrastive guidance for adversarial purifi- cation to advance,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Diffilter: Defending against adversarial perturbations with diffusion filter,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Adbm: Adversarial diffusion bridge model for reliable adversarial purifi- cation,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Divide and conquer: Heterogeneous noise integration for diffusion-based adversarial purification,

Reference 30

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Iterative window mean filter: Thwarting diffusion-based adversarial purification,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Lorid: Low-rank iterative diffusion for adversarial purification,

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This paper cites Adversarial purification via super-resolution and diffusion,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Adversarial purification via super-resolution and diffusion,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Making substitute models more bayesian can enhance transferability of adversarial examples,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Boosting the transferability of adversarial attacks with frequency- aware perturbation,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Improving the transfer- ability of adversarial examples through black-box feature attacks,

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Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Pixel2feature attack (p2fa): Rethinking the perturbed space to en- hance adversarial transferability,

Reference 37

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Observation e7d89192-c448-495a-891a-b3b6df7dbcf4 · outbound

This paper cites Enhancing adversarial transferability with adversarial weight tuning,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Enhancing adversarial transferability with adversarial weight tuning,

Reference 38

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Observation 87d2e421-5ab1-4f86-9c39-f9b3561004f9 · outbound

This paper cites Boosting adversarial transferability through augmentation in hypothesis space,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Boosting adversarial transferability through augmentation in hypothesis space,

Reference 39

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Observation a47ef16a-cdfa-49b9-9a65-7b823a51bbed · outbound

This paper cites Boosting adversarial transferability with low-cost optimization via maximin expected flatness,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Boosting adversarial transferability with low-cost optimization via maximin expected flatness,

Reference 40

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Observation 7f830190-f5e8-45d0-a350-ee64e12448eb · outbound

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

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Obfuscated gradients give a false sense of security: Circumventing defenses to adversarial examples,

Reference 41

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Observation 5ad076b7-e5b7-4b49-b41d-f000086faea5 · outbound

This paper cites Diffusion-based adversarial sample generation for improved stealthiness and controllability,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Diffusion-based adversarial sample generation for improved stealthiness and controllability,

Reference 42

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Observation fbede962-9017-478e-8a09-10d94969b84a · outbound

This paper cites Diffattack: evasion attacks against diffusion-based adversarial purification,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Diffattack: evasion attacks against diffusion-based adversarial purification,

Reference 43

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Observation 75e342f2-220c-47e5-9a6f-d0f4d9443a0a · outbound

This paper cites Diffhammer: rethinking the robustness of diffusion-based adversarial purification,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Diffhammer: rethinking the robustness of diffusion-based adversarial purification,

Reference 44

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Observation 47856059-bf07-48dd-a4c5-5b12ad4310d7 · outbound

This paper cites Diffbreak: Is diffusion-based purification robust?.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Diffbreak: Is diffusion-based purification robust?

Reference 45

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Observation 30a095e0-dc3c-4753-b712-9a01a8a1206f · outbound

This paper cites Why do adversarial attacks transfer? explaining transferability of evasion and poisoning attacks,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Why do adversarial attacks transfer? explaining transferability of evasion and poisoning attacks,

Reference 46

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Observation 0436a7b6-f2df-41bf-88c7-9d00caa2eee6 · outbound

This paper cites Minimal cascade gradient smoothing for fast transferable preemptive adversarial defense,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Minimal cascade gradient smoothing for fast transferable preemptive adversarial defense,

Reference 47

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Observation e759ea21-7952-4c00-903d-646a7ef9750f · outbound

This paper cites Synthesizing robust adversarial examples,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Synthesizing robust adversarial examples,

Reference 48

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Observation 067a17ab-70ad-4588-a2da-7edb6ca44b2d · outbound

This paper cites Devling into adversarial transferability on image classification: Review, benchmark, and evaluation,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Devling into adversarial transferability on image classification: Review, benchmark, and evaluation,

Reference 49

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Observation 6701774f-7ac4-49e2-9a2e-8caba128622b · outbound

This paper cites Nips 2017: De- fense against adversarial attack,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Nips 2017: De- fense against adversarial attack,

Reference 50

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source=pdf_text observed=2026-08-01T17:57:55.023669Z digest=sha256:5910751b82982b5ca09b22a920032ffec6eea0441acbe546b4ca539d03a27f8f

Observation cd0bbcc6-162a-47ab-9f7a-40a639f5d134 · outbound

This paper cites Microsoft coco: Common objects in context,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Microsoft coco: Common objects in context,

Reference 51

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Observation 17bf0545-9cd0-48f6-aa4c-e9ab23cdc6c3 · outbound

This paper cites Vqa: Visual question answering,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Vqa: Visual question answering,

Reference 52

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Observation 5083adcb-e607-4041-91ee-6730c5de60b3 · outbound

This paper cites Robustbench: a standard- ized adversarial robustness benchmark,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Robustbench: a standard- ized adversarial robustness benchmark,

Reference 53

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Observation 956aa9e9-6627-4536-8a34-aac98d93c731 · outbound

This paper cites Visual instruction tuning,.

Shared Vulnerabilities in Robustness-Optimized Defenses: One Breach Exposes the Family Visual instruction tuning,

Reference 54

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Pith citing papers

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