Speculative Cascades: Unlocking Smarter, Faster LLM Inference Large language models (LLMs) are transforming digital experiences, but their impressive capabilities often come at the cost of slow and expensive inference. As businesses and users expect faster, more... AI efficiency cascades cost-quality tradeoff hybrid models language models LLM inference speculative decoding
Dynamic Node Pruning: Improving LLM Efficiency Inspired by the Human Brain As artificial intelligence continues to scale, large language models (LLMs) face mounting challenges in computational cost and energy usage. But what if these models could intelligently activate only ... AI efficiency deep learning dynamic pruning LLM model optimization neural networks sustainability