Shypd.aiThe largest open index of AI toolsnoreward-rl is an Open Source AI Frameworks & Infra tool that provides a TensorFlow-based implementation for curiosity-driven exploration in deep reinforcement learning. It enables AI agents to learn and explore even in environments with sparse or no external rewards.
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noreward-rl offers a TensorFlow-based implementation for curiosity-driven exploration in deep reinforcement learning, as detailed in its ICML 2017 paper. This tool is designed for training AI agents using intrinsic curiosity-based motivation (ICM), particularly effective in scenarios where external environmental rewards are sparse or entirely absent. It leverages self-supervised prediction to guide exploration, allowing agents to learn and adapt solely through curiosity. The repository includes installation instructions, demo scripts for environments like Doom and Super Mario Bros, and training code, making it a valuable resource for researchers and developers working on advanced reinforcement learning techniques.
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