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Wednesday, 22 January 2025

Trading inference-time compute for adversarial robustness

OpenAI 1 year ago 35

OpenAI researchers showed that applying more computational resources during inference—specifically through multiple verification passes—improves a model's resilience against adversarial attacks. The technique increased robustness from 16% to 51% accuracy on adversarial examples by using five verification passes instead of one. This approach suggests a path toward more reliable AI systems without requiring retraining, though it introduces a latency-accuracy tradeoff.

Hugging Face and FriendliAI partner to supercharge model deployment on the Hub

Hugging Face 1 year ago 15

FriendliAI's inference infrastructure is now available as a deployment option directly within the Hugging Face Hub, allowing developers to deploy models with a single click. Users can deploy open-source or custom models on NVIDIA H100 GPUs through Friendli Dedicated Endpoints or access serverless inference for open-source models at lower cost. This integration eliminates the need for developers to manage separate infrastructure, letting them focus on model development while reducing operational expenses through FriendliAI's optimized inference engine.

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