{"slug": "openai-spinning-up-in-deep-rl", "title": "OpenAI: Spinning Up in Deep RL", "summary": "OpenAI has released Spinning Up in Deep RL, an educational resource designed to teach deep reinforcement learning to newcomers. The resource includes a guide on becoming a deep RL researcher, a curated list of key papers organized by topics such as model-free RL, exploration, transfer learning, hierarchy, memory, model-based RL, meta-RL, scaling RL, real-world RL, safety, imitation learning, and reproducibility, along with exercises and benchmarks for implementations.", "body_md": "# Welcome to Spinning Up in Deep RL![¶](#welcome-to-spinning-up-in-deep-rl)\n\n[Spinning Up as a Deep RL Researcher](spinningup/spinningup.html)[Key Papers in Deep RL](spinningup/keypapers.html)[1. Model-Free RL](spinningup/keypapers.html#model-free-rl)[2. Exploration](spinningup/keypapers.html#exploration)[3. Transfer and Multitask RL](spinningup/keypapers.html#transfer-and-multitask-rl)[4. Hierarchy](spinningup/keypapers.html#hierarchy)[5. Memory](spinningup/keypapers.html#memory)[6. Model-Based RL](spinningup/keypapers.html#model-based-rl)[7. Meta-RL](spinningup/keypapers.html#meta-rl)[8. Scaling RL](spinningup/keypapers.html#scaling-rl)[9. RL in the Real World](spinningup/keypapers.html#rl-in-the-real-world)[10. Safety](spinningup/keypapers.html#safety)[11. Imitation Learning and Inverse Reinforcement Learning](spinningup/keypapers.html#imitation-learning-and-inverse-reinforcement-learning)[12. Reproducibility, Analysis, and Critique](spinningup/keypapers.html#reproducibility-analysis-and-critique)[13. Bonus: Classic Papers in RL Theory or Review](spinningup/keypapers.html#bonus-classic-papers-in-rl-theory-or-review)\n\n[Exercises](spinningup/exercises.html)[Benchmarks for Spinning Up Implementations](spinningup/bench.html)", "url": "https://wpnews.pro/news/openai-spinning-up-in-deep-rl", "canonical_source": "https://spinningup.openai.com/en/latest/", "published_at": "2026-09-02 06:57:12+00:00", "updated_at": "2026-09-02 07:23:03.555900+00:00", "lang": "en", "topics": ["machine-learning", "artificial-intelligence", "ai-research"], "entities": ["OpenAI"], "alternates": {"html": "https://wpnews.pro/news/openai-spinning-up-in-deep-rl", "markdown": "https://wpnews.pro/news/openai-spinning-up-in-deep-rl.md", "text": "https://wpnews.pro/news/openai-spinning-up-in-deep-rl.txt", "jsonld": "https://wpnews.pro/news/openai-spinning-up-in-deep-rl.jsonld"}}