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cs.LG2025
Benchmarking Ultra-Low-Power NPUs
Josh Millar, Yushan Huang, Sarab Sethi +2
Efficient on-device neural network (NN) inference offers predictable latency, improved privacy and reliability, and lower operating costs for vendors than cloud-based inference. Th…
cs.LG2024
Terracorder: Sense Long and Prosper
Josh Millar, Sarab Sethi, Hamed Haddadi +1
In-situ sensing devices need to be deployed in remote environments for long periods of time; minimizing their power consumption is vital for maximising both their operational lifet…