OpenAIRobust adversarial inputs
Exploring strategies to defend against robust adversarial inputs in machine learning models
OpenAIHindsight Experience Replay
Exploring the benefits of hindsight experience replay in machine learning algorithms
OpenAITeacher–student curriculum learning
Exploring teacher-student curriculum learning methods in the context of education
OpenAIFaster physics in Python
Optimizing Python code performance for physics simulations
SoundCloudRemote device sign-in
A method for signing in to a device without a keyboard using a game controller and onscreen keyboard.
SoundCloudA Better Model of Data Ownership
Defining ownership of datasets and ensuring the right teams own the right datasets for better data management.
OpenAILearning from human preferences
Leveraging insights from human preferences to enhance user experiences.
OpenAILearning to cooperate, compete, and communicate
Exploring the dynamics of cooperation, competition, and communication
OpenAIUCB exploration via Q-ensembles
Optimizing exploration using Q-ensembles in UCB algorithms
OpenAIOpenAI Baselines: DQN
Exploring the capabilities of OpenAI Baselines with a focus on DQN algorithm
OpenAIRobots that learn
Exploring the cutting-edge advancements in machine learning for robotics.
OpenAIRoboschool
Roboschool: Exploring the Future of Robotics through Interactive Learning Environments