DeepSeek’s conditional memory fixes silent LLM waste: GPU cycles lost to static lookups

Through systematic experiments DeepSeek found the optimal balance between computation and memory with 75% of sparse model ...
IEEE

Heterogeneous Embedded Neural Processing Units Utilizing PCM-Based Analog In-Memory Computing

Abstract: We propose an embedded Neural Processing Unit (NPU) architecture for deep learning inference to address the stringent energy, area, and cost requirements of edge AI. This heterogeneous ...
IEEE

Tutorial: Fundamentals of Ultra-Low Voltage Embedded Memory Design

Abstract: To meet the energy efficiency demands of future applications, system-on-chip (SoC) designs continue to march towards ultra-low-voltage operation. This tutorial will address the fundamental ...