3 citations · 6 across the 4 of their papers we have counts for
4 papers
eIQ Neutron: Redefining Edge-AI Inference with Integrated NPU and Compiler Innovations
Lennart Bamberg, Filippo Minnella, Roberto Bosio +5
Neural Processing Units (NPUs) are key to enabling efficient AI inference in resource-constrained edge environments. While peak tera operations per second (TOPS) is often used to g…
SILVIA: Automated Superword-Level Parallelism Exploitation via HLS-Specific LLVM Passes for Compute-Intensive FPGA Accelerators
Giovanni Brignone, Roberto Bosio, Fabrizio Ottati +2
High-level synthesis (HLS) aims at democratizing custom hardware acceleration with highly abstracted software-like descriptions. However, efficient accelerators still require subst…
To Spike or Not To Spike: A Digital Hardware Perspective on Deep Learning Acceleration
Fabrizio Ottati, Chang Gao, Qinyu Chen +4
As deep learning models scale, they become increasingly competitive from domains spanning from computer vision to natural language processing; however, this happens at the expense…
Custom Memory Design for Logic-in-Memory: Drawbacks and Improvements over Conventional Memories
Fabrizio Ottati, Giovanna Turvani, Marco Vacca +1
The speed of modern digital systems is severely limited by memory latency (the ``Memory Wall'' problem). Data exchange between Logic and Memory is also responsible for a large part…