Mark Mittrick
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View article: Adversarial Attacks on Reinforcement Learning Agents for Command and Control
Adversarial Attacks on Reinforcement Learning Agents for Command and Control Open
Given the recent impact of Deep Reinforcement Learning in training agents to win complex games like StarCraft and DoTA(Defense Of The Ancients) - there has been a surge in research for exploiting learning based techniques for professional …
View article: Enhanced Tactical Inferencing Framework: Future Visualization and Collaboration Demonstration
Enhanced Tactical Inferencing Framework: Future Visualization and Collaboration Demonstration Open
This report describes efforts conducted by researchers in the Content Understanding Branch in fiscal year 2023 to employ the Enhanced Tactical Inferencing (ETI) framework.ETI was developed to support experimentation and demonstration of ar…
View article: Learning to Guide Multiple Heterogeneous Actors from a Single Human Demonstration via Automatic Curriculum Learning in StarCraft II
Learning to Guide Multiple Heterogeneous Actors from a Single Human Demonstration via Automatic Curriculum Learning in StarCraft II Open
Traditionally, learning from human demonstrations via direct behavior cloning can lead to high-performance policies given that the algorithm has access to large amounts of high-quality data covering the most likely scenarios to be encounte…
View article: On games and simulators as a platform for development of artificial intelligence for command and control
On games and simulators as a platform for development of artificial intelligence for command and control Open
Games and simulators can be a valuable platform to execute complex multi-agent, multiplayer, imperfect information scenarios with significant parallels to military applications: multiple participants manage resources and make decisions tha…
View article: Discerning the Role Context Plays in the Value of Information
Discerning the Role Context Plays in the Value of Information Open
For the military, effective human-agent teaming requires a shared understanding between the human and the intelligent agents acting on their behalf. One of the central challenges associated with developing this shared understanding origina…
View article: Using the Value of Information (VoI) Metric to Improve Sensemaking
Using the Value of Information (VoI) Metric to Improve Sensemaking Open
Sensemaking is the cognitive process of extracting information, creating schemata from knowledge, making decisions from those schemata, and inferring conclusions. Human analysts are essential to exploring and quantifying this process, but …
View article: The Investigation of Social Media Data Thresholds for Opinion Formation
The Investigation of Social Media Data Thresholds for Opinion Formation Open
The pervasive use of social media has grown to over two billion users to date, and is commonly utilized as a means to share information and shape world events. Evidence suggests that passive social media usage (i.e., viewing without taking…