{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:55A4E2XTL6VSZEXROMQQKRHSBF","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"d73d4fe255535622a6c6e4f79c7ee3d136aea94ee081281c66536c5335821fb5","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-19T09:47:22Z","title_canon_sha256":"4103227c2416f534091b9e21d632d2c4550606251eae73cdc92c6223a6ee488c"},"schema_version":"1.0","source":{"id":"1908.06973","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1908.06973","created_at":"2026-07-04T23:58:29Z"},{"alias_kind":"arxiv_version","alias_value":"1908.06973v1","created_at":"2026-07-04T23:58:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1908.06973","created_at":"2026-07-04T23:58:29Z"},{"alias_kind":"pith_short_12","alias_value":"55A4E2XTL6VS","created_at":"2026-07-04T23:58:29Z"},{"alias_kind":"pith_short_16","alias_value":"55A4E2XTL6VSZEXR","created_at":"2026-07-04T23:58:29Z"},{"alias_kind":"pith_short_8","alias_value":"55A4E2XT","created_at":"2026-07-04T23:58:29Z"}],"graph_snapshots":[{"event_id":"sha256:def95b966a31add0cb63ac81d17f06f713963aed413d54d7d0fe244bd9251e6a","target":"graph","created_at":"2026-07-04T23:58:29Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/1908.06973/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We start with a brief introduction to reinforcement learning (RL), about its successful stories, basics, an example, issues, the ICML 2019 Workshop on RL for Real Life, how to use it, study material and an outlook. Then we discuss a selection of RL applications, including recommender systems, computer systems, energy, finance, healthcare, robotics, and transportation.","authors_text":"Yuxi Li","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-19T09:47:22Z","title":"Reinforcement Learning Applications"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1908.06973","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:c03c8396802d1aaaf001c496d5976ec189da42f9c94111a0ebd985bde0865777","target":"record","created_at":"2026-07-04T23:58:29Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"d73d4fe255535622a6c6e4f79c7ee3d136aea94ee081281c66536c5335821fb5","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-19T09:47:22Z","title_canon_sha256":"4103227c2416f534091b9e21d632d2c4550606251eae73cdc92c6223a6ee488c"},"schema_version":"1.0","source":{"id":"1908.06973","kind":"arxiv","version":1}},"canonical_sha256":"ef41c26af35fab2c92f173210544f20945dfc12dab24331459f4e1162d41f992","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ef41c26af35fab2c92f173210544f20945dfc12dab24331459f4e1162d41f992","first_computed_at":"2026-07-04T23:58:29.801942Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-04T23:58:29.801942Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yjrQpVtos0GqDQHRCUdl7XPXQ65LLhq2KJrNbKFusGF+RpU+TSgjmxLDXBeDHRUUX52JY/5pJ/YsGi0lTmYODQ==","signature_status":"signed_v1","signed_at":"2026-07-04T23:58:29.802363Z","signed_message":"canonical_sha256_bytes"},"source_id":"1908.06973","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c03c8396802d1aaaf001c496d5976ec189da42f9c94111a0ebd985bde0865777","sha256:def95b966a31add0cb63ac81d17f06f713963aed413d54d7d0fe244bd9251e6a"],"state_sha256":"972b943bc603b471c5ea23bc1f80391150e7072effb0c297c842f8470a5dcf7a"}