44 citations · 52 across the 6 of their papers we have counts for
6 papers
Neural 5G Indoor Localization with IMU Supervision
Aleksandr Ermolov, Shreya Kadambi, Maximilian Arnold +8
Radio signals are well suited for user localization because they are ubiquitous, can operate in the dark and maintain privacy. Many prior works learn mappings between channel state…
Neural RF SLAM for unsupervised positioning and mapping with channel state information
Shreya Kadambi, Arash Behboodi, Joseph B. Soriaga +4
We present a neural network architecture for jointly learning user locations and environment mapping up to isometry, in an unsupervised way, from channel state information (CSI) va…
A Deep Reinforcement Learning Framework for Contention-Based Spectrum Sharing
Akash Doshi, Srinivas Yerramalli, Lorenzo Ferrari +2
The increasing number of wireless devices operating in unlicensed spectrum motivates the development of intelligent adaptive approaches to spectrum access. We consider decentralize…
Broadcast Channel Games: Equilibrium Characterization and a MIMO MAC-BC Game Duality
Srinivas Yerramalli, Rahul Jain, Urbashi Mitra
The emergence of heterogeneous decentralized networks without a central controller, such as device-to-device communication systems, has created the need for new problem frameworks…
Coalitional Games for Transmitter Cooperation in MIMO Multiple Access Channels
Srinivas Yerramalli, Rahul Jain, Urbashi Mitra
Cooperation between nodes sharing a wireless channel is becoming increasingly necessary to achieve performance goals in a wireless network. The problem of determining the feasibili…
A Game Theoretic Model for the Gaussian Broadcast Channel
Srinivas Yerramalli, Rahul Jain, Urbashi Mitra
The behavior of rational and selfish players (receivers) over a multiple-input multiple-output Gaussian broadcast channel is investigated using the framework of noncooperative game…