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Alessio Burrello

MATCH: Model-Aware TVM-based Compilation for Heterogeneous Edge Devices

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Oct 11, 2024
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Building Damage Assessment in Conflict Zones: A Deep Learning Approach Using Geospatial Sub-Meter Resolution Data

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Oct 07, 2024
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Optimizing DNN Inference on Multi-Accelerator SoCs at Training-time

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Sep 27, 2024
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Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers

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Aug 08, 2024
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Toward Attention-based TinyML: A Heterogeneous Accelerated Architecture and Automated Deployment Flow

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Aug 05, 2024
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Joint Pruning and Channel-wise Mixed-Precision Quantization for Efficient Deep Neural Networks

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Jul 01, 2024
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BISeizuRe: BERT-Inspired Seizure Data Representation to Improve Epilepsy Monitoring

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Jun 27, 2024
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Accelerating Depthwise Separable Convolutions on Ultra-Low-Power Devices

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Jun 18, 2024
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Optimizing Foundation Model Inference on a Many-tiny-core Open-source RISC-V Platform

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May 29, 2024
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Optimizing the Deployment of Tiny Transformers on Low-Power MCUs

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Apr 03, 2024
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