Algorithms
Efficient PAC Learning from the Crowd
Deep Learning at Mote Scale
The Internet of Things (IoT) is poised to revolutionize our world. Billions of microcontrollers and sensors have already been deployed for predictive maintenance, connected cars, precision agriculture, personalized fitness and wearables, smart housing, cities, healthcare,…
Gaia Audio Feedback: Edge ML for Speech
The Internet of Things (IoT) is poised to revolutionize our world. Billions of microcontrollers and sensors have already been deployed for predictive maintenance, connected cars, precision agriculture, personalized fitness and wearables, smart housing, cities, healthcare,…
Rethinking IoT Analytics with Universal Monitoring
Many IoT analytics tasks require accurate estimates of metrics for many applications such as heavy hitters, anomaly detection (e.g., entropy of source addresses), and security (e.g., DoS detection). Obtaining accurate estimates given CPU, memory, energy,…
Actively Avoiding Nonsense in Generative Models
Frigatebird
Project Frigatebird is aimed at enabling small fixed-wing UAVs to travel long distances by soaring — taking advantage of rising air regions the way human sailplane pilots and bird species like frigatebirds do — using…