Zobrazeno 1 - 10
of 454
pro vyhledávání: '"COLOMBO, Luca"'
Binary Neural Networks (BNNs) hold the potential for significantly reducing computational complexity and memory demand in machine and deep learning. However, most successful training algorithms for BNNs rely on quantization-aware floating-point Stoch
Externí odkaz:
http://arxiv.org/abs/2412.00119
Publikováno v:
Proceedings of the Third International Conference on AI-ML Systems, 2023, pp. 1-8
Training machine and deep learning models directly on extremely resource-constrained devices is the next challenge in the field of tiny machine learning. The related literature in this field is very limited, since most of the solutions focus only on
Externí odkaz:
http://arxiv.org/abs/2411.16442
Autor:
Colombo, Luca, Spagnuolo, Luca, Saha, Kapil, Giribaldi, Gabriel, Simeoni, Pietro, Rinaldi, Matteo
This letter reports on Solidly-Mounted Bidimensional Mode Resonators (S2MRs) based on 30% Scandium-doped Aluminum Nitride (ScAlN) on Silicon Carbide (SiC), operating near 16 GHz. Experimental results demonstrate mechanical quality factors (Qm) as hig
Externí odkaz:
http://arxiv.org/abs/2411.13751
Quantization has become increasingly pivotal in addressing the steadily increasing computational and memory requirements of Deep Neural Networks (DNNs). By reducing the number of bits used to represent weights and activations (typically from 32-bit f
Externí odkaz:
http://arxiv.org/abs/2407.11698
Autor:
Colombo, Luca, Giribaldi, Gabriel, Tetro, Ryan, Guida, Jack, Gubinelli, Walter, Spagnuolo, Luca, Maietta, Nicol, Ghosh, Siddhartha, Rinaldi, Matteo
This work reports on a technology-agnostic and frequency-independent methodology combining a-priori modeling, Finite Element Analysis (FEA), and experimental results for the characterization of acoustic losses in interdigitated piezoelectric micro- a
Externí odkaz:
http://arxiv.org/abs/2406.07784
This work presents the design, fabrication, and testing of X-Cut Lithium Niobate (LN) acoustic nanoelectromechanical (NEMS) Laterally Vibrating Resonators (LVRs) and Degenerate LVRs (d-LVRs) operating in the S0 (YZ30) and SH0 (YZ-10) modes between 2
Externí odkaz:
http://arxiv.org/abs/2405.05547
This work reports on the modeling, fabrication, and experimental characterization of a 13 GHz 30% Scandium-doped Aluminum Nitride (ScAlN) Overmoded Bulk Acoustic Resonator (OBAR) for high-frequency Radio Frequency (RF) applications, notably in 5G tec
Externí odkaz:
http://arxiv.org/abs/2404.15005
Autor:
Casilli, Nicolas, Kaisar, Tahmid, Colombo, Luca, Ghosh, Siddhartha, Feng, Philip X. -L., Cassella, Cristian
We report on a new class of Ising Machines (IMs) that rely on coupled parametric frequency dividers (PFDs) as macroscopic artificial spins. Unlike the IM counterparts based on subharmonic injection locking (SHIL), PFD IMs do not require strong inject
Externí odkaz:
http://arxiv.org/abs/2312.08329
Autor:
Barrera, Omar, Kramer, Jack, Tetro, Ryan, Cho, Sinwoo, Chulukhadze, Vakhtang, Colombo, Luca, Lu, Ruochen
Radio frequency (RF) acoustic resonators have long been used for signal processing and sensing. Devices that integrate acoustic resonators benefit from their slow phase velocity (vp), in the order of 3 to 10 km/s, which allows miniaturization of the
Externí odkaz:
http://arxiv.org/abs/2309.07132
Publikováno v:
In Journal of Economic Theory January 2025 223
