Conti, Francesco
- A Mixed-Precision RISC-V Processor for Extreme-Edge DNN Inference
2020/10/08 by Ottavi, Gianmarco, Garofalo, Angelo, Tagliavini, Giuseppe +3 · 3 citations
#FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- Fully Onboard AI-powered Human-Drone Pose Estimation on Ultra-low Power\n Autonomous Flying Nano-UAVs
2021/03/19 by Daniele Palossi, Palossi, Daniele, Nicky Zimmerman +15 · 3 citations
Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Robotic Path Planning Algorithms #Robotics (cs.RO) #Robotics and Sensor-Based Localization #Systems and Control (eess.SY) #electronic engineering #information engineering
- RedMule: A Mixed-Precision Matrix-Matrix Operation Engine for Flexible and Energy-Efficient On-Chip Linear Algebra and TinyML Training Acceleration
2023/01/10 by Tortorella, Yvan, Bertaccini, Luca, Benini, Luca +2 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- Optimally Scheduling CNN Convolutions for Efficient Memory Access
2019/02/04 by Arthur Stoutchinin, Francesco Conti, Stoutchinin, Arthur +3 · 2 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Memory and Neural Computing #Parallel Computing and Optimization Techniques
- Chipmunk: A Systolically Scalable 0.9 mm2, 3.08 Gop/s/mW @ 1.2 mW Accelerator for Near-Sensor Recurrent Neural Network Inference
2017/11/15 by Conti, Francesco, Cavigelli, Lukas, Paulin, Gianna +2 · 1 citation
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Parallel #Sound (cs.SD) #and Cluster Computing (cs.DC)
- Memory-Latency-Accuracy Trade-offs for Continual Learning on a RISC-V Extreme-Edge Node
2020/07/22 by Ravaglia, Leonardo, Rusci, Manuele, Capotondi, Alessandro +5 · 1 citation
#Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Parallel #Signal Processing (eess.SP) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
- XpulpNN: Enabling Energy Efficient and Flexible Inference of Quantized Neural Network on RISC-V based IoT End Nodes
2020/11/29 by Garofalo, Angelo, Tagliavini, Giuseppe, Conti, Francesco +2 · 1 citation
#FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- Distilling Tiny and Ultra-fast Deep Neural Networks for Autonomous Navigation on Nano-UAVs
2024/07/17 by Lorenzo Lamberti, Lorenzo Bellone, Lamberti, Lorenzo +11 · 2 citations
Computer Science · Engineering · #Advanced Neural Network Applications #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Robotic Path Planning Algorithms #Robotics and Sensor-Based Localization #Systems and Control (eess.SY) #electronic engineering #information engineering
- RedMulE: A Compact FP16 Matrix-Multiplication Accelerator for Adaptive Deep Learning on RISC-V-Based Ultra-Low-Power SoCs
2022/04/24 by Yvan Tortorella, Luca Bertaccini, Tortorella, Yvan +7 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Parallel Computing and Optimization Techniques #Semiconductor materials and devices
- Deeploy: Enabling Energy-Efficient Deployment of Small Language Models On Heterogeneous Microcontrollers
2024/08/08 by Moritz Scherer, Luka Macan, Scherer, Moritz +13 · 2 citations
Computer Science · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Network Packet Processing and Optimization #Parallel Computing and Optimization Techniques #Topic Modeling
- Optimizing the Deployment of Tiny Transformers on Low-Power MCUs
2024/04/03 by Victor J. B. Jung, Jung, Victor J. B., Alessio Burrello +7 · 1 citation
Engineering · #Advanced Antenna and Metasurface Technologies #Advanced Materials and Mechanics #Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Modular Robots and Swarm Intelligence #Parallel #Performance (cs.PF) #and Cluster Computing (cs.DC)
- Distributed Inference with Minimal Off-Chip Traffic for Transformers on Low-Power MCUs
2024/12/05 by Severin Bochem, Victor J. B. Jung, Bochem, Severin +7 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Interconnection Networks and Systems #Low-power high-performance VLSI design
- Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality with At-MRAM Neural Engine
2023/12/22 by Arpan Suravi Prasad, Moritz Scherer, Prasad, Arpan Suravi +21 · 1 citation
Engineering · #3D IC and TSV technologies #CCD and CMOS Imaging Sensors #Advancements in Semiconductor Devices and Circuit Design
- Maestro: A 302 GFLOPS/W and 19.8GFLOPS RISC-V Vector-Tensor Architecture for Wearable Ultrasound Edge Computing
2025/03/06 by M. Sinigaglia, Amirhossein Kiamarzi, Sinigaglia, Mattia +25 · 2 citations
Engineering · Medicine · #Advanced Sensor and Energy Harvesting Materials #FOS: Computer and information sciences #FOS: Electrical engineering #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Systems and Control (eess.SY) #Ultrasound Imaging and Elastography #electronic engineering #information engineering
- MXDOTP: A RISC-V ISA Extension for Enabling Microscaling (MX) Floating-Point Dot Products
2025/05/19 by İslamoğlu, Gamze, Bertaccini, Luca, Prasad, Arpan Suravi +3 · 2 citations
#FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- Circuits and Systems for Embodied AI: Exploring uJ Multi-Modal Perception for Nano-UAVs on the Kraken Shield
2024/09/26 by Viviane Potocnik, Potocnik, Viviane, Alfio Di Mauro +11 · 1 citation
Engineering · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- Accelerating Image-based Pest Detection on a Heterogeneous Multi-core Microcontroller
2024/08/28 by Bompani, Luca, Crupi, Luca, Palossi, Daniele +5 · 1 citation
#FOS: Electrical engineering #I.4.8 #Image and Video Processing (eess.IV) #J.3 #electronic engineering #information engineering
- A Flexible Template for Edge Generative AI with High-Accuracy Accelerated Softmax & GELU
2024/12/09 by Andrea Belano, Yvan Tortorella, Belano, Andrea +9 · 1 citation
Computer Science · #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Neural Networks and Applications
- Open-Source Heterogeneous SoCs for AI: The PULP Platform Experience
2024/12/29 by Francesco Conti, Angelo Garofalo, Conti, Francesco +7 · 1 citation
Computer Science · Engineering · #CCD and CMOS Imaging Sensors #Embedded Systems Design Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Neural and Evolutionary Computing (cs.NE) #Parallel Computing and Optimization Techniques #Signal Processing (eess.SP) #electronic engineering #information engineering