Tagged "model-pruning"
4 articles tagged model-pruning, 26 March 2026 to 23 September 2026. Newest first.
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Pruning LLMs Like a Physicist: Block Removal as Ising Optimization
A novel approach to LLM pruning using physics-inspired Ising model optimization to systematically remove unnecessary model blocks, reducing size and improving inference efficiency for local deployment.
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The Brain vs. Deep Learning Part I: Computational Complexity Analysis
A detailed analysis comparing computational complexity between biological brains and deep learning systems provides theoretical foundations for understanding efficiency trade-offs in model design and local deployment. This research is foundational for optimizing inference on resource-constrained devices.
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CarryAI's Serverless Vision-Language Models Enable On-Device Multimodal AI
CarryAI has introduced serverless vision-language models optimized for on-device deployment, signaling a new era where multimodal AI can run efficiently on edge hardware without cloud dependencies.
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Samsung Galaxy A37 and A57 5G Launch with On-Device AI Capabilities in India
Samsung expands on-device AI to mid-range smartphones with Galaxy A37 and A57 5G models, bringing local LLM and inference capabilities to mass-market devices starting at Rs 41,999.