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Full-Text Articles in Physical Sciences and Mathematics
Information Extraction And Classification On Journal Papers, Lei Yu
Information Extraction And Classification On Journal Papers, Lei Yu
Department of Computer Science and Engineering: Dissertations, Theses, and Student Research
The importance of journals for diffusing the results of scientific research has increased considerably. In the digital era, Portable Document Format (PDF) became the established format of electronic journal articles. This structured form, combined with a regular and wide dissemination, spread scientific advancements easily and quickly. However, the rapidly increasing numbers of published scientific articles requires more time and effort on systematic literature reviews, searches and screens. The comprehension and extraction of useful information from the digital documents is also a challenging task, due to the complex structure of PDF.
To help a soil science team from the United States …
Teachability And Interpretability In Reinforcement Learning, Jeevan Rajagopal
Teachability And Interpretability In Reinforcement Learning, Jeevan Rajagopal
Department of Computer Science and Engineering: Dissertations, Theses, and Student Research
There have been many recent advancements in the field of reinforcement learning, starting from the Deep Q Network playing various Atari 2600 games all the way to Google Deempind's Alphastar playing competitively in the game StarCraft. However, as the field challenges more complex environments, the current methods of training models and understanding their decision making become less effective. Currently, the problem is partially dealt with by simply adding more resources, but the need for a better solution remains.
This thesis proposes a reinforcement learning framework where a teacher or entity with domain knowledge of the task to complete can assist …