Challenges for Reinforcement Learning in Healthcare

no code implementations • 9 Mar 2021 • Elsa Riachi, Muhammad Mamdani, Michael Fralick, Frank Rudzicz

Many healthcare decisions involve navigating through a multitude of treatment options in a sequential and iterative manner to find an optimal treatment pathway with the goal of an optimal patient outcome.

reinforcement-learning Reinforcement Learning (RL)

Understanding Adversarial Attacks on Autoencoders

no code implementations • 1 Jan 2021 • Elsa Riachi, Frank Rudzicz

We show that training an autoencoder on adversarial input-target pairs leads to low reconstruction error on the standard test set, suggesting that adversarial attacks on autoencoders are predictive.

Compressive Sensing Knowledge Distillation