Search Results for author: Taylor Killian

Found 6 papers, 4 papers with code

Red Teaming with Mind Reading: White-Box Adversarial Policies Against RL Agents

2 code implementations5 Sep 2022 Stephen Casper, Taylor Killian, Gabriel Kreiman, Dylan Hadfield-Menell

In this work, we study white-box adversarial policies and show that having access to a target agent's internal state can be useful for identifying its vulnerabilities.

reinforcement-learning Reinforcement Learning (RL)

Kernelized Capsule Networks

1 code implementation7 Jun 2019 Taylor Killian, Justin Goodwin, Olivia Brown, Sung-Hyun Son

Capsule Networks attempt to represent patterns in images in a way that preserves hierarchical spatial relationships.

Gaussian Processes

Robust and Efficient Transfer Learning with Hidden-Parameter Markov Decision Processes

1 code implementation20 Jun 2017 Taylor Killian, Samuel Daulton, George Konidaris, Finale Doshi-Velez

We introduce a new formulation of the Hidden Parameter Markov Decision Process (HiP-MDP), a framework for modeling families of related tasks using low-dimensional latent embeddings.

Transfer Learning

Transfer Learning Across Patient Variations with Hidden Parameter Markov Decision Processes

no code implementations1 Dec 2016 Taylor Killian, George Konidaris, Finale Doshi-Velez

Due to physiological variation, patients diagnosed with the same condition may exhibit divergent, but related, responses to the same treatments.

Transfer Learning

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