66 citations · 82 across the 3 of their papers we have counts for
3 papers
Equivariant Priors for Compressed Sensing with Unknown Orientation
Anna Kuzina, Kumar Pratik, Fabio Valerio Massoli +1
In compressed sensing, the goal is to reconstruct the signal from an underdetermined system of linear measurements. Thus, prior knowledge about the signal of interest and its struc…
Neural Augmentation of Kalman Filter with Hypernetwork for Channel Tracking
Kumar Pratik, Rana Ali Amjad, Arash Behboodi +2
We propose Hypernetwork Kalman Filter (HKF) for tracking applications with multiple different dynamics. The HKF combines generalization power of Kalman filters with expressive powe…
RE-MIMO: Recurrent and Permutation Equivariant Neural MIMO Detection
Kumar Pratik, Bhaskar D. Rao, Max Welling
In this paper, we present a novel neural network for MIMO symbol detection. It is motivated by several important considerations in wireless communication systems; permutation equiv…