4 papers
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…
Semantic Navigation for AI-assisted Ideation
Thomas Sandholm, Sarah Dong, Sayandev Mukherjee +2
We present a novel AI-based ideation assistant and evaluate it in a user study with a group of innovators. The key contribution of our work is twofold: we propose a method of idea…
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,…
Randomness Is All You Need: Semantic Traversal of Problem-Solution Spaces with Large Language Models
Thomas Sandholm, Sayandev Mukherjee, Bernardo A. Huberman
We present a novel approach to exploring innovation problem and solution domains using LLM fine-tuning with a custom idea database. By semantically traversing the bi-directional pr…