5 citations · 5 across the 1 of their papers we have counts for
4 papers
Predictive Sampling with Forecasting Autoregressive Models
Auke Wiggers, Emiel Hoogeboom
Autoregressive models (ARMs) currently hold state-of-the-art performance in likelihood-based modeling of image and audio data. Generally, neural network based ARMs are designed to…
Simulating Execution Time of Tensor Programs using Graph Neural Networks
Jakub M. Tomczak, Romain Lepert, Auke Wiggers
Optimizing the execution time of tensor program, e.g., a convolution, involves finding its optimal configuration. Searching the configuration space exhaustively is typically infeas…
Risk-averse Behavior Planning for Autonomous Driving under Uncertainty
Mohammad Naghshvar, Ahmed K. Sadek, Auke J. Wiggers
Autonomous vehicles have to navigate the surrounding environment with partial observability of other objects sharing the road. Sources of uncertainty in autonomous vehicle measurem…
Structure in the Value Function of Two-Player Zero-Sum Games of Incomplete Information
Auke J. Wiggers, Frans A. Oliehoek, Diederik M. Roijers
Zero-sum stochastic games provide a rich model for competitive decision making. However, under general forms of state uncertainty as considered in the Partially Observable Stochast…