Frontiers

Discrimination training affects stimulus generalization in mice during Pavlovian eyeblink conditioning

The delicate balance between discrimination and generalization of responses is crucial for survival in our ever-changing environment. In particular, it is important to understand how stimulus ...
GitHub

Generating Less Certain Adversarial Examples Improves Robust Generalization

This paper revisits the robust overfitting phenomenon of adversarial training. Observing that models with better robust generalization performance are less certain in predicting adversarially ...
Frontiers

Leveraging Prior Concept Learning Improves Generalization From Few Examples in Computational Models of Human Object Recognition

1 Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, United States 2 Department of Neuroscience, Georgetown University Medical Center, Washington, DC, ...
GitHub

sunblaze-ucb/rl-generalization

This repo contains a set of environments (based on OpenAI Gym and Roboschool), designed for evaluating generalization in reinforcement learning. We also include implementations of several deep ...