| Exploring Data through the Topological Lens: a Topological Machine Learning Pipeline for Data Analysis C Caudai, S Colantonio, F Conti, M d'Acunto, D Moroni, MA Pascali ISTI DAY 2024, 2024 | | 2024 |
| Research initiatives for advancing sustainability@ SI-Lab A Bruno, F Conti, GR Leone, M Massimo, M Martinelli, D Moroni, ... | | 2024 |
| Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality With At-MRAM Neural Engine AS Prasad, M Scherer, F Conti, D Rossi, A Di Mauro, M Eggimann, ... IEEE Journal of Solid-State Circuits, 2024 | | 2024 |
| Compressed Latent Replays for Lightweight Continual Learning on Spiking Neural Networks A Dequino, A Carpegna, D Nadalini, A Savino, L Benini, S Di Carlo, ... arXiv preprint arXiv:2407.03111, 2024 | | 2024 |
| Optimizing the Deployment of Tiny Transformers on Low-Power MCUs VJB Jung, A Burrello, M Scherer, F Conti, L Benini arXiv preprint arXiv:2404.02945, 2024 | | 2024 |
| Combining Local and Global Perception for Autonomous Navigation on Nano-UAVs L Lamberti, G Rutishauser, F Conti, L Benini arXiv preprint arXiv:2403.11661, 2024 | | 2024 |
| An Extreme-Edge TCN-Based Low-Latency Collision-Avoidance Safety System for Industrial Machinery M Zanghieri, F Indirli, A Latella, GM Puglia, F Tecce, F Papariello, G Urlini, ... IEEE Access, 2024 | | 2024 |
| A sim-to-real deep learning-based framework for autonomous nano-drone racing L Lamberti, E Cereda, G Abbate, L Bellone, VJK Morinigo, M Barciś, ... IEEE Robotics and Automation Letters, 2024 | 3 | 2024 |
| Structured Sparse Back-propagation for Lightweight On-Device Continual Learning on Microcontroller Units F Paissan, D Nadalini, M Rusci, A Ancilotto, F Conti, L Benini, E Farella Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | | 2024 |
| Multi-resolution Rescored ByteTrack for Video Object Detection on Ultra-low-power Embedded Systems L Bompani, M Rusci, D Palossi, F Conti, L Benini Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | | 2024 |
| A Sim-to-Real Deep Learning-based Framework for Autonomous Nano-drone Racing L Lamberti, E Cereda, G Abbate, L Bellone, VJK Morinigo, M Barcis, ... arXiv preprint arXiv:2312.08991, 2023 | | 2023 |
| Siracusa: A 16 nm Heterogenous RISC-V SoC for Extended Reality with At-MRAM Neural Engine A Suravi Prasad, M Scherer, F Conti, D Rossi, A Di Mauro, M Eggimann, ... arXiv e-prints, arXiv: 2312.14750, 2023 | | 2023 |
| Reduced precision floating-point optimization for Deep Neural Network On-Device Learning on microcontrollers D Nadalini, M Rusci, L Benini, F Conti Future Generation Computer Systems 149, 212-226, 2023 | 10 | 2023 |
| RedMule: A mixed-precision matrix–matrix operation engine for flexible and energy-efficient on-chip linear algebra and TinyML training acceleration Y Tortorella, L Bertaccini, L Benini, D Rossi, F Conti Future Generation Computer Systems 149, 122-135, 2023 | 2 | 2023 |
| A Survey on Design Methodologies for Accelerating Deep Learning on Heterogeneous Architectures F Ferrandi, S Curzel, L Fiorin, D Ielmini, C Silvano, F Conti, A Burrello, ... arXiv preprint arXiv:2311.17815, 2023 | 1 | 2023 |
| Alzheimer Disease Detection from Raman Spectroscopy of the Cerebrospinal Fluid via Topological Machine Learning F Conti, M Banchelli, V Bessi, C Cecchi, F Chiti, S Colantonio, C D’Andrea, ... Engineering Proceedings 51 (1), 14, 2023 | | 2023 |
| Marsellus: A Heterogeneous RISC-V AI-IoT End-Node SoC With 2–8 b DNN Acceleration and 30%-Boost Adaptive Body Biasing F Conti, G Paulin, A Garofalo, D Rossi, A Di Mauro, G Rutishauser, ... IEEE Journal of Solid-State Circuits, 2023 | 7 | 2023 |
| WIP: Automatic DNN Deployment on Heterogeneous Platforms: the GAP9 Case Study L Macan, A Burrello, L Benini, F Conti Proceedings of the International Conference on Compilers, Architecture, and …, 2023 | 1 | 2023 |
| Siracusa: A Low-Power On-Sensor RISC-V SoC for Extended Reality Visual Processing in 16nm CMOS M Scherer, M Eggimann, A Di Mauro, AS Prasad, F Conti, D Rossi, ... ESSCIRC 2023-IEEE 49th European Solid State Circuits Conference (ESSCIRC …, 2023 | 4 | 2023 |
| Specialization meets Flexibility: a Heterogeneous Architecture for High-Efficiency, High-flexibility AR/VR Processing AS Prasad, L Benini, F Conti 2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023 | 3 | 2023 |
Luca BeniniETH Zürich, Università di BolognaVerified email at unibo.it
