5 citations · 7 across the 16 of their papers we have counts for
17 papers
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…
A Heuristic Method for Simplified Resource Allocation based on Comparative Advantage in Wireless Access Systems
Lin Cheng, Bernardo A. Huberman
This paper presents a heuristic method for simplifying resource allocation in access systems, leveraging the concept of comparative advantage to reduce computational complexity whi…
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…
Experimental Demonstration of Secure Frequency Hopping Communication Enabled by Quantum Key Distribution
Bernardo A. Huberman, Bob Lund, Jing Wang +1
We propose and experimentally demonstrate a method of frequency hopping spread spectrum communication using a quantum key distribution network to deliver the frequency hopping patt…
Time-Interleaved C-band Co-Propagation of Quantum and Classical Channels
Jing Wang, Brian J. Rollick, Bernardo A. Huberman
A successful commercial deployment of quantum key distribution (QKD) technologies requires integrating QKD links into existing fibers and sharing the same fiber networks with class…
Why Neural Networks Work
Sayandev Mukherjee, Bernardo A. Huberman
We argue that many properties of fully-connected feedforward neural networks (FCNNs), also called multi-layer perceptrons (MLPs), are explainable from the analysis of a single pair…
Auction-based Operation in LEO Satellite Systems for High-Efficiency Communications
Lin Cheng, Bernardo A. Huberman
We propose an auction-based mechanism to improve the efficiency of low earth orbit satellite communication systems. The mechanism allows the ground stations to bid for downlink res…
Reinforcement Learning for Standards Design
Shahrukh Khan Kasi, Sayandev Mukherjee, Lin Cheng +1
Communications standards are designed via committees of humans holding repeated meetings over months or even years until consensus is achieved. This includes decisions regarding th…
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…
A Reconfigurable Relay for Polarization Encoded QKD Networks
Jing Wang, Bernardo A. Huberman
We propose a method for reconfiguring a relay node for polarization encoded quantum key distribution (QKD) networks. The relay can be switched between trusted and untrusted modes t…
Intelligent Bandwidth Allocation for Latency Management in NG-EPON using Reinforcement Learning Methods
Qi Zhou, Jingjie Zhu, Junwen Zhang +3
A novel intelligent bandwidth allocation scheme in NG-EPON using reinforcement learning is proposed and demonstrated for latency management. We verify the capability of the propose…
Dynamic Bandwidth Allocation in Small-Cell Networks: An Economics Approach
Lin Cheng, Bernardo A. Huberman
We propose and experimentally demonstrate a bandwidth allocation method based on the comparative advantage of spectral efficiency among users in a multi-tone small-cell radio acces…
A Quantum Router for the Entangled Web
Bernardo A. Huberman, Bob Lund
Qubit transmission protocols are presently point-to-point, and thus restrictive in their functionality. A quantum router is necessary for the quantum Internet to become a reality.…
Power Loading based on Portfolio Theory for Densified Millimeter-Wave Small-Cell Communications
Shuyi Shen, Bernardo A. Huberman, Lin Cheng +1
We experimentally demonstrate a novel scheme of power loading based on portfolio theory for millimeter-wave small-cell densification. By exploiting the statistical characteristics…