Канал: MIT EEMS Group - PI: Vivienne Sze

Tailors: Accelerating Sparse Tensor Algebra by Overbooking Buffer Occupancy @ MICRO 2023

Tailors: Accelerating Sparse Tensor Algebra by Overbooking Buffer Occupancy @ MICRO 2023

HighLight: Efficient and Flexible DNN Acceleration with Hierarchical Structured Sparsity @MICRO 2023

HighLight: Efficient and Flexible DNN Acceleration with Hierarchical Structured Sparsity @MICRO 2023

Sparseloop: An Analytical Approach to Sparse Tensor Accelerator Modeling @ MICRO 2022

Sparseloop: An Analytical Approach to Sparse Tensor Accelerator Modeling @ MICRO 2022

Systematic Modeling and Design of Sparse Tensor Accelerators [Nellie Wu]

Systematic Modeling and Design of Sparse Tensor Accelerators [Nellie Wu]

RAELLA: Reforming the Arithmetic for Efficient, Low-Resolution, and Low-Loss Analog PIM @ ISCA 2023

RAELLA: Reforming the Arithmetic for Efficient, Low-Resolution, and Low-Loss Analog PIM @ ISCA 2023

Sparseloop: An Analytical Approach to Sparse Tensor Accelerator Modeling @ MICRO 2022

Sparseloop: An Analytical Approach to Sparse Tensor Accelerator Modeling @ MICRO 2022

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (1/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (1/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (6/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (6/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (4/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (4/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (7/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (7/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (3/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (3/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (2/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (2/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (4/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (4/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (2/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (2/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (5/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (5/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (3/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (3/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (5/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (5/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (6/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 2] (6/6)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (1/7)

Sparse Tensor Accelerator Modeling Tutorial @ ISCA 2021 [Part 1] (1/7)

Efficient Computing for Low Energy Robotics

Efficient Computing for Low Energy Robotics

Efficient Computing for AI and Robotics

Efficient Computing for AI and Robotics

Reducing the Carbon Emissions of ML Computing - Challenges and Opportunities

Reducing the Carbon Emissions of ML Computing - Challenges and Opportunities

How to Evaluate Efficient Deep Neural Network Approaches

How to Evaluate Efficient Deep Neural Network Approaches

Timeloop/Accelergy Tutorial (Hands-on Session) @ ISCA 2020

Timeloop/Accelergy Tutorial (Hands-on Session) @ ISCA 2020

Timeloop/Accelergy Tutorial @ ISCA 2020

Timeloop/Accelergy Tutorial @ ISCA 2020

Efficient Computing for AI and Robotics

Efficient Computing for AI and Robotics

Efficient Computing for Robotics and AI

Efficient Computing for Robotics and AI

Efficient Computing for Autonomous Navigation of Miniaturized Robots

Efficient Computing for Autonomous Navigation of Miniaturized Robots

Energy-Efficient AI

Energy-Efficient AI

Efficient Computing for Autonomous Navigation w/ Algorithm-and-Hardware Co-design [Zhengdong Zhang]

Efficient Computing for Autonomous Navigation w/ Algorithm-and-Hardware Co-design [Zhengdong Zhang]

Energy-Efficient Deep Learning: Challenges and Opportunities

Energy-Efficient Deep Learning: Challenges and Opportunities

Navion: An Energy-Efficient Visual-Inertial Odometry Accelerator for Micro Robotics

Navion: An Energy-Efficient Visual-Inertial Odometry Accelerator for Micro Robotics

Design for Highly Flexible and Energy-Efficient Deep Neural Network Accelerators [Yu-Hsin Chen]

Design for Highly Flexible and Energy-Efficient Deep Neural Network Accelerators [Yu-Hsin Chen]

Energy-Efficient Accelerators for Autonomous Navigation for Miniaturized Robots [Amr Suleiman]

Energy-Efficient Accelerators for Autonomous Navigation for Miniaturized Robots [Amr Suleiman]

Navion: Test chip performing real-time processing on EuRoC dataset sequence (VLSI 2018)

Navion: Test chip performing real-time processing on EuRoC dataset sequence (VLSI 2018)

Navion: Test chip performing real-time processing on EuRoC dataset sequence (VLSI 2018)

Navion: Test chip performing real-time processing on EuRoC dataset sequence (VLSI 2018)

Towards Closing the Energy Gap Between HOG and CNN Features for Embedded Vision

Towards Closing the Energy Gap Between HOG and CNN Features for Embedded Vision

FAST: A Framework to Accelerate Super-Resolution Processing on Compressed Videos (CVPRW 2017)

FAST: A Framework to Accelerate Super-Resolution Processing on Compressed Videos (CVPRW 2017)

Eyeriss: Deep Neural Network Accelerator (Caffe Demo - ISSCC 2016)

Eyeriss: Deep Neural Network Accelerator (Caffe Demo - ISSCC 2016)

Navion: Visual-Inertial Odometry on Chip (RSS 2017)

Navion: Visual-Inertial Odometry on Chip (RSS 2017)