Ambisonics Super-Resolution Using A Waveform-Domain Neural Network

Ambisonics is a spatial audio format describing a sound field. First-order Ambisonics (FOA) is a popular format comprising only four channels. This limited channel count comes at the expense of spatial accuracy. Ideally one would be able to take the efficiency of a FOA format without its limitations. We have devised a data-driven spatial audio …

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Cost tracking multi-tenant model inference on Amazon Bedrock

Organizations serving multiple tenants through AI applications face a common challenge: how to track, analyze, and optimize model usage across different customer segments. Although Amazon Bedrock provides powerful foundation models (FMs) through its Converse API, the true business value emerges when you can connect model interactions to specific tenants, users, and use cases. Using the …

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Optimize your cloud costs using Cloud Hub Optimization and Cost Explorer

Application owners are looking for three things when they think about optimizing cloud costs: What are the most expensive resources? Which resources are costing me more this week or month? Which resources are poorly utilized? To help you answer these questions quickly and easily, we announced Cloud Hub Optimization and Cost Explorer, in private preview, …

Topological approach detects adversarial attacks in multimodal AI systems

New vulnerabilities have emerged with the rapid advancement and adoption of multimodal foundational AI models, significantly expanding the potential for cybersecurity attacks. Researchers at Los Alamos National Laboratory have put forward a novel framework that identifies adversarial threats to foundation models—artificial intelligence approaches that seamlessly integrate and process text and image data. This work empowers …

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Our first hyper-consistent character LoRA for Wan 2.2

Hello! My partner and I have been grinding on character consistency for Wan 2.2. After countless hours and burning way too much VRAM, we’ve finally got something solid to show off. It’s our first hyper-consistent character LoRA for Wan 2.2. Your upvotes and comments are the fuel we need to finish and release a full …