Mixture-of-Experts (MoE) models are designed to enhance the efficiency of large language models (LLMs) without proportionally increasing the computational demands. However, their deployment on edge devices still faces...
Electronic design Automation (EDA) tools are critical in the Very Large Scale Integration (VLSI) flow. To address the challenges posed by the extensive search space and intricate feature interactions, statistical and ...
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Sustainability is a grand societal challenge, which requires our urgent attention given the significant and growing contribution of electronic devices to global warming. The environmental footprint of an electronic de...
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Floorplanning for systems-on-a-chip (SoCs) and its sub-systems is a crucial and non-trivial step of the physical design flow. It represents a difficult combinatorial optimization problem. A typical large scale SoC wit...
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Partial Differential Equations (PDEs) are integral in modeling various scientific and engineering phenomena. One of the most common numerical solutions for these equations is the Finite Difference Method (FDM), which ...
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Large language models (LLMs) have achieved notable success on many applications with increasingly tremendous parameters and computations. While hardware accelerators on Transformer-based models have been extensively s...
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In the tide of explosive development in artificial intelligence (AI), the design of AI System-on-Chips (SoCs) is an urgently pressing issue that needs to be addressed. The application of design Space Exploration (DSE)...
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In this paper, we propose MCUBERT to enable language models like BERT on tiny microcontroller units (MCUs) through network and scheduling co-optimization. We observe the embedding table contributes to the major storag...
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In order to solve the problems of low load forecasting accuracy and low operating efficiency caused by strong load fluctuation and rapid changes in electricity demand in the power system, this paper introduces a compu...
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Placement is a critical task with high computation complexity in VLSI physical design. Modern analytical placers formulate the placement objective as a nonlinear optimization task, which suffers a long iteration time....
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