5 citations · 5 across the 12 of their papers we have counts for
4 papers · 1 filter
Lightspeed Data Compute for the Space Era
Thomas Sandholm, Bernardo A. Huberman, Klas Segeljakt +1
While thousands of satellites photograph Earth every day, most of that data never makes it to the ground because downlink bandwidth simply cannot keep up. Processing data in the Lo…
SkyMemory: A LEO Edge Cache for Transformer Inference Optimization and Scale Out
Thomas Sandholm, Sayandev Mukherjee, Lin Cheng +1
We expand the scope of cache memory to include LEO constellations, which are highly distributed systems with thousands of satellites connected with free-space optics inter-satellit…
A Cloud in the Sky: Geo-Aware On-board Data Services for LEO Satellites
Thomas Sandholm, Sayandev Mukherjee, Bernardo A Huberman
We propose an architecture with accompanying protocol for on-board satellite data infrastructure designed for Low Earth Orbit (LEO) constellations offering communication services,…
SAFE: Secure Aggregation with Failover and Encryption
Thomas Sandholm, Sayandev Mukherjee, Bernardo A. Huberman
We propose and experimentally evaluate a novel secure aggregation algorithm targeted at cross-organizational federated learning applications with a fixed set of participating learn…