{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: Trading inference-time compute for adversarial robustness","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/fac0bc1c-221c-4c10-aa5b-66ea826ccd58","json_url":"https://onlylabs.fyi/signals/fac0bc1c-221c-4c10-aa5b-66ea826ccd58/signal.json","generated_at":"2026-06-08T15:45:51.99+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/fac0bc1c-221c-4c10-aa5b-66ea826ccd58","signal_json":"https://onlylabs.fyi/signals/fac0bc1c-221c-4c10-aa5b-66ea826ccd58/signal.json","source":"https://openai.com/index/trading-inference-time-compute-for-adversarial-robustness","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"OpenAI published Trading inference-time compute for adversarial robustness. 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Loading… Share Robustness to adversarial attacks⁠ has been one of the thorns in AI’s side for more than a decade. In 2014, researchers showed⁠ that imperceptible perturbations—subtle alterations undetectable to the human eye—can cause models to misclassify images, illustrating one example of a model’s vulnerability to adversarial attacks. Addressing this weakness has become more urgent as models are being used for high stakes applications and acting as agents that can browse the web and take actions on behalf of their users. Despite years of intense research, the problem of defending against adversarial attacks is far from solved. Nicholas Carlini, an expert in the field, recently said⁠ that “in adversarial machine learning, we wrote over 9,000 papers in ten years and got nowhere.” One reason is that, unlike other progress in AI, increasing the size of models on its own has not been sufficient to make them robust to..."},"evidence_pages":[{"url":"https://openai.com/index/trading-inference-time-compute-for-adversarial-robustness","final_url":"https://openai.com/index/trading-inference-time-compute-for-adversarial-robustness","title":"Trading inference-time compute for adversarial robustness","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:45:51.99+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"Trading Inference-Time Compute for Adversarial Robustness | OpenAI January 22, 2025 Trading Inference-Time Compute for Adversarial Robustness Initial evidence that reasoning models such as o1 become more robust to adversarial attacks as they think for longer. Loading… Share Robustness to adversarial attacks⁠ has been one of the thorns in AI’s side for more than a decade. In 2014, researchers showed⁠ that imperceptible perturbations—subtle alterations undetectable to the human eye—can cause models to misclassify images, illustrating one example of a model’s vulnerability to adversarial attacks. Addressing this weakness has become more urgent as models are being used for high stakes applications and acting as agents that can browse the web and take actions on behalf of their users. Despite years of intense research, the problem of defending against adversarial attacks is far from solved. 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