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Amortizing Embodied Carbon Across Generations (🔥📣Best Viewpoint Paper in IGSC 2024🔥📣! )
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Reducing Smart Phone Environmental Footprints with In-Memory Processing (🔥📣New Paper & Project🔥📣! )
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SCARIF: Towards Carbon Modeling of Cloud Servers with Accelerators (🔥📣New Paper & Project🔥📣! )
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SCARIF: Towards Carbon Modeling of Cloud Servers with Accelerators (🔥📣New Paper & Project🔥📣! )
Enabling On-Device Self-Supervised LLM Personalization with Selective Synthetic Data (🔥📣New Paper & Project🔥📣! )
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SSR: Spatial Sequential Hybrid Architecture for Latency Throughput Tradeoff in Transformer Acceleration (🔥📣New Paper & Project🔥📣! )
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Challenges and Opportunities to Enable Large-Scale Computing via Heterogeneous Chiplets (🔥📣New Paper & Project🔥📣! )
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AIM: Accelerating Arbitrary-precision Integer Multiplication on Heterogeneous Reconfigurable Computing Platform Versal ACAP (🔥📣New Paper & Project🔥📣! )
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High Performance, Low Power Matrix Multiply Design on ACAP: from Architecture, Design Challenges and DSE Perspectives (🔥📣New Paper & Project🔥📣! )
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CHARM: Composing Heterogeneous AcceleRators for Matrix Multiply on Versal ACAP Architecture (🔥📣New Paper & Project🔥📣! )
Dense matrix multiply (MM) serves as one of the most heavily used kernels in deep learning applications. To cope with the high …
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CHARM: Composing Heterogeneous AcceleRators for Matrix Multiply on Versal ACAP Architecture (🔥📣New Paper & Project🔥📣! )
H2H: Heterogeneous Model to Heterogeneous System Mapping with Computation and Communication Awareness
The complex nature of real-world problems calls for heterogeneity in both machine learning (ML) models and hardware systems. For the …
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