{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Transfer of adversarial robustness between perturbation types","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/9c943489-a0cd-40b7-a0c4-d1aee2709b6b","json_url":"https://onlylabs.fyi/signals/9c943489-a0cd-40b7-a0c4-d1aee2709b6b/signal.json","generated_at":"2026-06-08T15:47:00.5+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/9c943489-a0cd-40b7-a0c4-d1aee2709b6b","signal_json":"https://onlylabs.fyi/signals/9c943489-a0cd-40b7-a0c4-d1aee2709b6b/signal.json","source":"https://openai.com/index/transfer-of-adversarial-robustness-between-perturbation-types","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":null},"answer_pack":{"answer":"OpenAI published Transfer of adversarial robustness between perturbation types. 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This talking signal gives public context for research themes, product direction, policy, or launch framing. 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While most work on adversarial examples has focused on L∞ L_∞ and L2 L_2 -bounded perturbations, these do not capture all types of perturbations available to an adversary. The present work evaluates 32 attacks of 5 different types against models adversarially trained on a 100-class subset of ImageNet. Our empirical results suggest that evaluating on a wide range of perturbation sizes is necessary to understand whether adversarial robustness transfers between perturbation types. We further demonstrate that robustness against one perturbation type may not always imply and may sometimes hurt robustness against other perturbation types. In light of these results, we recommend evaluation of adversarial defenses take place on a diverse range of perturbation types and sizes. - Ethics & Safety Authors Daniel Kang, Yi Sun, Tom Brown, Dan Hendrycks, Jacob Steinhardt Related articles View all..."},"evidence_pages":[{"url":"https://openai.com/index/transfer-of-adversarial-robustness-between-perturbation-types","final_url":"https://openai.com/index/transfer-of-adversarial-robustness-between-perturbation-types","title":"Transfer of adversarial robustness between perturbation types","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:00.5+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Transfer of adversarial robustness between perturbation types | OpenAI May 3, 2019 Publication Transfer of adversarial robustness between perturbation types Read paper Loading… Share Abstract We study the transfer of adversarial robustness of deep neural networks between different perturbation types. While most work on adversarial examples has focused on L∞ L_∞ and L2 L_2 -bounded perturbations, these do not capture all types of perturbations available to an adversary. The present work evaluates 32 attacks of 5 different types against models adversarially trained on a 100-class subset of ImageNet. Our empirical results suggest that evaluating on a wide range of perturbation sizes is necessary to understand whether adversarial robustness transfers between perturbation types. We further demonstrate that robustness against one perturbation type may not always imply and may sometimes hurt robustness against other perturbation types. 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