Renzo Andri

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 32

Top Topics

Matrix Multiplication

Efficient Inference

Convolutional Neural Networks

Top Venues

IEEE Trans. Computers

Publications

Matteo Perotti, Matheus A. Cavalcante, Renzo Andri, Lukas Cavigelli, Luca Benini
Ara2: Exploring Single- and Multi-Core Vector Processing With an Efficient RVV 1.0 Compliant Open-Source Processor. IEEE Trans. Computers 73 (7) (2024)
Enrico Reggiani, Renzo Andri, Lukas Cavigelli
Flex-SFU: Accelerating DNN Activation Functions by Non-Uniform Piecewise Approximation. DAC (2023)
Samuel Riedel, Matheus A. Cavalcante, Renzo Andri, Luca Benini
MemPool: A Scalable Manycore Architecture With a Low-Latency Shared L1 Memory. IEEE Trans. Computers 72 (12) (2023)
Enrico Reggiani, Renzo Andri, Lukas Cavigelli
Flex-SFU: Accelerating DNN Activation Functions by Non-Uniform Piecewise Approximation. CoRR (2023)
Jannis Schönleber, Lukas Cavigelli, Renzo Andri, Matteo Perotti, Luca Benini
Stella Nera: Achieving 161 TOp/s/W with Multiplier-free DNN Acceleration based on Approximate Matrix Multiplication. CoRR (2023)
Samuel Riedel, Matheus A. Cavalcante, Renzo Andri, Luca Benini
MemPool: A Scalable Manycore Architecture with a Low-Latency Shared L1 Memory. CoRR (2023)
Samuel Riedel, Gua Hao Khov, Sergio Mazzola, Matheus A. Cavalcante, Renzo Andri, Luca Benini
MemPool Meets Systolic: Flexible Systolic Computation in a Large Shared-Memory Processor Cluster. DATE (2023)
Matteo Perotti, Matheus A. Cavalcante, Renzo Andri, Lukas Cavigelli, Luca Benini
Ara2: Exploring Single- and Multi-Core Vector Processing with an Efficient RVV1.0 Compliant Open-Source Processor. CoRR (2023)
Gianmarco Cerutti, Lukas Cavigelli, Renzo Andri, Michele Magno, Elisabetta Farella, Luca Benini
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks. IEEE Trans. Circuits Syst. I Regul. Pap. 69 (5) (2022)
Matteo Perotti, Matheus A. Cavalcante, Nils Wistoff, Renzo Andri, Lukas Cavigelli, Luca Benini
A "New Ara" for Vector Computing: An Open Source Highly Efficient RISC-V V 1.0 Vector Processor Design. ASAP (2022)
Renzo Andri, Beatrice Bussolino, Antonio Cipolletta, Lukas Cavigelli, Zhe Wang
Going Further With Winograd Convolutions: Tap-Wise Quantization for Efficient Inference on 4x4 Tiles. MICRO (2022)
Gianmarco Cerutti, Lukas Cavigelli, Renzo Andri, Michele Magno, Elisabetta Farella, Luca Benini
Sub-mW Keyword Spotting on an MCU: Analog Binary Feature Extraction and Binary Neural Networks. CoRR (2022)
Renzo Andri, Beatrice Bussolino, Antonio Cipolletta, Lukas Cavigelli, Zhe Wang
Going Further With Winograd Convolutions: Tap-Wise Quantization for Efficient Inference on 4x4 Tile. CoRR (2022)
Aritra Dhar, Supraja Sridhara, Shweta Shinde, Srdjan Capkun, Renzo Andri
Empowering Data Centers for Next Generation Trusted Computing. CoRR (2022)
Anastasios Zouzias, Kleovoulos Kalaitzidis, Konstantin Berestizshevsky, Renzo Andri, Leeor Peled, Zhe Wang
Identifying and Exploiting Sparse Branch Correlations for Optimizing Branch Prediction. CoRR (2022)
Matteo Perotti, Matheus A. Cavalcante, Nils Wistoff, Renzo Andri, Lukas Cavigelli, Luca Benini
A "New Ara" for Vector Computing: An Open Source Highly Efficient RISC-V V 1.0 Vector Processor Design. CoRR (2022)
Gianna Paulin, Renzo Andri, Francesco Conti, Luca Benini
RNN-Based Radio Resource Management on Multicore RISC-V Accelerator Architectures. IEEE Trans. Very Large Scale Integr. Syst. 29 (9) (2021)
Renzo Andri, Geethan Karunaratne, Lukas Cavigelli, Luca Benini
ChewBaccaNN: A Flexible 223 TOPS/W BNN Accelerator. ISCAS (2021)
Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli, Michele Magno, Elisabetta Farella, Luca Benini
Sound Event Detection with Binary Neural Networks on Tightly Power-Constrained IoT Devices. CoRR (2021)
Renzo Andri, Tomas Henriksson, Luca Benini
Extending the RISC-V ISA for Efficient RNN-based 5G Radio Resource Management. DAC (2020)
Gianmarco Cerutti, Renzo Andri, Lukas Cavigelli, Elisabetta Farella, Michele Magno, Luca Benini
Sound event detection with binary neural networks on tightly power-constrained IoT devices. ISLPED (2020)
Renzo Andri, Geethan Karunaratne, Lukas Cavigelli, Luca Benini
ChewBaccaNN: A Flexible 223 TOPS/W BNN Accelerator. CoRR (2020)
Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini
Hyperdrive: A Multi-Chip Systolically Scalable Binary-Weight CNN Inference Engine. IEEE J. Emerg. Sel. Topics Circuits Syst. 9 (2) (2019)
Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini
Hyperdrive: A Systolically Scalable Binary-Weight CNN Inference Engine for mW IoT End-Nodes. CoRR (2018)
Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini
YodaNN: An Architecture for Ultralow Power Binary-Weight CNN Acceleration. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 37 (1) (2018)
Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini
Hyperdrive: A Systolically Scalable Binary-Weight CNN Inference Engine for mW IoT End-Nodes. ISVLSI (2018)
Andrawes Al Bahou, Geethan Karunaratne, Renzo Andri, Lukas Cavigelli, Luca Benini
XNORBIN: A 95 TOp/s/W Hardware Accelerator for Binary Convolutional Neural Networks. CoRR (2018)
Andrawes Al Bahou, Geethan Karunaratne, Renzo Andri, Lukas Cavigelli, Luca Benini
XNORBIN: A 95 TOp/s/W hardware accelerator for binary convolutional neural networks. COOL CHIPS (2018)
Francesco Conti, Daniele Palossi, Renzo Andri, Michele Magno, Luca Benini
Accelerated Visual Context Classification on a Low-Power Smartwatch. IEEE Trans. Hum. Mach. Syst. 47 (1) (2017)
Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini
YodaNN: An Ultra-Low Power Convolutional Neural Network Accelerator Based on Binary Weights. CoRR (2016)
Renzo Andri, Lukas Cavigelli, Davide Rossi, Luca Benini
YodaNN: An Ultra-Low Power Convolutional Neural Network Accelerator Based on Binary Weights. ISVLSI (2016)
Michele Magno, Davide Brunelli, Lukas Sigrist, Renzo Andri, Lukas Cavigelli, Andres Gomez, Luca Benini
InfiniTime: Multi-sensor wearable bracelet with human body harvesting. Sustain. Comput. Informatics Syst. 11 (2016)
Michele Magno, Lukas Cavigelli, Renzo Andri, Luca Benini
Ultra-Low Power Context Recognition Fusing Sensor Data from an Energy-Neutral Smart Watch. IoT 360 (2) (2015)
Michael Gautschi, Michael Muehlberghuber, Andreas Traber, Sven Stucki, Matthias Baer, Renzo Andri, Luca Benini, Beat Muheim, Hubert Kaeslin
SIR10US: A tightly coupled elliptic-curve cryptography co-processor for the OpenRISC. ASAP (2014)