Curiosity-driven Exploration

Research in progress...

Papers

1. Curiosity-driven Exploration by Self-supervised Prediction
2. Large-Scale Study of Curiosity-Driven Learning
3. Episodic Curiosity through Reachability
4. A survey on intrinsic motivation in reinforcement learning
5. Learning to Play with Intrinsically-Motivated Self-Aware Agents
6. SAC: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor
7. SAC Algorithms and Applications
8. SAC for Discrete Action Settings

Articles

1. Curiosity-driven Exploration by Self-supervised Prediction
2. Large-Scale Study of Curiosity-Driven Learning
3. Curiosity-Driven Learning through Next State Prediction
4. Curiosity-Driven Learning made easy Part I
5. Explained: Curiosity-Driven Learning in RL
6. Random Network Distillation: a new take on Curiosity-Driven Learning
7. Reinforcement Learning with Prediction-Based Rewards
8. Curiosity and Procrastination in Reinforcement Learning
9. Solving sparse-reward tasks with Curiosity
10. Soft Actor-Critic for continuous and discrete actions

Videos

1. Curiosity-driven Exploration by Self-supervised Prediction
2. Curiosity Driven Exploration by Self-Supervised Prediction
3. Curiosity-driven Exploration by Self-supervised Prediction
4. Curiosity-Driven AI: How Effective Is It? | Two Minute Papers

Repos

1. Curiosity-driven Exploration by Self-supervised Prediction
2. Implementation of curiosity-driven exploration in PyTorch
3. Reproduction of Curiosity-driven Exploration by Self-supervised Prediction in PyTorch
4. Soft Actor-Critic algorithm to allow for both image observations and discrete action spaces
5. Deep Reinforcement Learning Algorithms with PyTorch
6. SAC-Discrete in PyTorch