Curiosity-Driven-Exploration-RL

Project for the 2022/2023 Reinforcement Learning exam.

We implemented the curiosity-driven approach from the Curiosity-driven Exploration by Self-supervised Prediction paper.

Some of Mario's plays :)

no_curiosity.mp4

curiosity_level2.mp4

no_curiosity_level2-2.mp4

References

• [1] Curiosity-driven Exploration by Self-supervised Prediction
• [2] EFFICIENT PARALLEL METHODS FOR DEEP REINFORCEMENT LEARNING
• [3] CCLF: A Contrastive-Curiosity-Driven Learning Framework for Sample-Efficient Reinforcement Learning
• [4] SPATIAL GRAPH ATTENTION AND CURIOSITY-DRIVEN POLICY FOR ANTIVIRAL DRUG DISCOVERY
• [5] ATTENTION-BASED CURIOSITY-DRIVEN EXPLORATION IN DEEP REINFORCEMENT LEARNING
• [6] Proximal Policy Optimization Algorithms

Authors

Luigi Antonelli

Florin Cuconasu