{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: OpenAI Baselines: DQN","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a6c7334c-13aa-48f3-8206-91132c7b2a17","json_url":"https://onlylabs.fyi/signals/a6c7334c-13aa-48f3-8206-91132c7b2a17/signal.json","generated_at":"2026-06-08T15:47:15.294+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/a6c7334c-13aa-48f3-8206-91132c7b2a17","signal_json":"https://onlylabs.fyi/signals/a6c7334c-13aa-48f3-8206-91132c7b2a17/signal.json","source":"https://openai.com/index/openai-baselines-dqn","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","data_business":null},"answer_pack":{"answer":"OpenAI published OpenAI Baselines: DQN. 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High-signal details: OpenAI Baselines: DQN | OpenAI May 24, 2017 Release OpenAI Baselines: DQN View code Illustration: Ben Barry Loading… Share We’re open-sourcing OpenAI Baselines, our.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/openai-baselines-dqn","source_host":"openai.com","occurred_at":"2017-05-24T07:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"openai.com","source":"source"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and 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use."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published OpenAI Baselines: DQN. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: OpenAI Baselines: DQN | OpenAI May 24, 2017 Release OpenAI Baselines: DQN View code Illustration: Ben Barry Loading… Share We’re open-sourcing OpenAI Baselines, our.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"OpenAI Baselines: DQN","text":"OpenAI published OpenAI Baselines: DQN."},{"subject":"OpenAI Baselines: DQN","predicate":"is classified as","object":"writing signal","text":"OpenAI Baselines: DQN is classified as writing signal."},{"subject":"OpenAI Baselines: DQN","predicate":"belongs to","object":"talking desk","text":"OpenAI Baselines: DQN belongs to talking desk."},{"subject":"OpenAI Baselines: DQN","predicate":"has evidence coverage","object":"1 captured evidence page","text":"OpenAI Baselines: DQN has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a6c7334c-13aa-48f3-8206-91132c7b2a17","url":"https://onlylabs.fyi/signals/a6c7334c-13aa-48f3-8206-91132c7b2a17","json_url":"https://onlylabs.fyi/signals/a6c7334c-13aa-48f3-8206-91132c7b2a17/signal.json","source_url":"https://openai.com/index/openai-baselines-dqn","title":"OpenAI Baselines: DQN","summary":"OpenAI published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2017-05-24T07:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["exa"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/openai-baselines-dqn"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://openai.com/index/openai-baselines-dqn","final_url":"https://openai.com/index/openai-baselines-dqn","title":"OpenAI Baselines: DQN","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:15.294+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"OpenAI Baselines: DQN | OpenAI May 24, 2017 Release OpenAI Baselines: DQN View code Illustration: Ben Barry Loading… Share We’re open-sourcing OpenAI Baselines, our internal effort to reproduce reinforcement learning algorithms with performance on par with published results. We’ll release the algorithms over upcoming months; today’s release includes DQN and three of its variants. Reinforcement learning results are tricky to reproduce: performance is very noisy, algorithms have many moving parts which allow for subtle bugs, and many papers don’t report all the required tricks. By releasing known-good implementations (and best practices for creating them), we’d like to ensure that apparent RL advances never are due to comparison with buggy or untuned versions of existing algorithms. This post contains some best practices we use for correct RL algorithm implementations, as well as the details of our first release: DQN⁠ and three of its variants, algorithms developed by DeepMind. Best practices Compare to a random baseline: in the video below, an agent is taking random actions in the game H.E.R.O. If you saw this behavior in early stages of training, it’d be really easy to trick..."},"evidence_pages":[{"url":"https://openai.com/index/openai-baselines-dqn","final_url":"https://openai.com/index/openai-baselines-dqn","title":"OpenAI Baselines: DQN","http_status":200,"content_type":null,"capture_method":"exa","fetched_at":"2026-06-08T15:47:15.294+00:00","bytes":null,"raw_path":null,"content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"OpenAI Baselines: DQN | OpenAI May 24, 2017 Release OpenAI Baselines: DQN View code Illustration: Ben Barry Loading… Share We’re open-sourcing OpenAI Baselines, our internal effort to reproduce reinforcement learning algorithms with performance on par with published results. We’ll release the algorithms over upcoming months; today’s release includes DQN and three of its variants. 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