#real-time2 articles

2 articles

AIBullisharXiv – CS AI · 5h ago1

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NExT-Guard: Training-Free Streaming Safeguard without Token-Level Labels

Researchers introduce NExT-Guard, a training-free framework for real-time AI safety monitoring that uses Sparse Autoencoders to detect unsafe content in streaming language models. The system outperforms traditional supervised training methods while requiring no token-level annotations, making it more cost-effective and scalable for deployment.

AINeutralarXiv – CS AI · 5h ago1

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Differentiable Time-Varying IIR Filtering for Real-Time Speech Denoising

Researchers have developed TVF (Time-Varying Filtering), a lightweight 1 million parameter speech enhancement model that combines digital signal processing with deep learning for real-time speech denoising. The model uses a neural network to predict coefficients for a 35-band IIR filter cascade, offering interpretable processing while adapting dynamically to changing noise conditions.