3 citations · 3 across the 2 of their papers we have counts for
5 papers
Learning to Generalize for Sequential Decision Making
Xusen Yin, Ralph Weischedel, Jonathan May
We consider problems of making sequences of decisions to accomplish tasks, interacting via the medium of language. These problems are often tackled with reinforcement learning appr…
Zero-Shot Learning of Text Adventure Games with Sentence-Level Semantics
Xusen Yin, Jonathan May
Reinforcement learning algorithms such as Q-learning have shown great promise in training models to learn the optimal action to take for a given system state; a goal in application…
Learn How to Cook a New Recipe in a New House: Using Map Familiarization, Curriculum Learning, and Bandit Feedback to Learn Families of Text-Based Adventure Games
Xusen Yin, Jonathan May
We consider the task of learning to play families of text-based computer adventure games, i.e., fully textual environments with a common theme (e.g. cooking) and goal (e.g. prepare…
Comprehensible Context-driven Text Game Playing
Xusen Yin, Jonathan May
In order to train a computer agent to play a text-based computer game, we must represent each hidden state of the game. A Long Short-Term Memory (LSTM) model running over observed…
Decipherment of Historical Manuscript Images
Xusen Yin, Nada Aldarrab, Beáta Megyesi +1
European libraries and archives are filled with enciphered manuscripts from the early modern period. These include military and diplomatic correspondence, records of secret societi…