{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:ORAXQBNR53ULPVHW3FP5JOKU46","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":"e2b083615cbbf9bfec2967e46bec2c5106cd5574a81a29a30414683e03d0f44c","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-05-14T17:24:11Z","title_canon_sha256":"8abffa43dca22edb8a3ea9a434643c616f95d3cda667565dd5e62dc76a39ed0d"},"schema_version":"1.0","source":{"id":"1905.05731","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1905.05731","created_at":"2026-05-17T23:46:13Z"},{"alias_kind":"arxiv_version","alias_value":"1905.05731v1","created_at":"2026-05-17T23:46:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1905.05731","created_at":"2026-05-17T23:46:13Z"},{"alias_kind":"pith_short_12","alias_value":"ORAXQBNR53UL","created_at":"2026-05-18T12:33:24Z"},{"alias_kind":"pith_short_16","alias_value":"ORAXQBNR53ULPVHW","created_at":"2026-05-18T12:33:24Z"},{"alias_kind":"pith_short_8","alias_value":"ORAXQBNR","created_at":"2026-05-18T12:33:24Z"}],"graph_snapshots":[{"event_id":"sha256:f8432de69a34a6e1ef7a4cbb6fb67e4dd617dc53fafe50d8716ba7ca13665c7e","target":"graph","created_at":"2026-05-17T23:46:13Z","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"},"paper":{"abstract_excerpt":"The options framework in reinforcement learning models the notion of a skill or a temporally extended sequence of actions. The discovery of a reusable set of skills has typically entailed building options, that navigate to bottleneck states. This work adopts a complementary approach, where we attempt to discover options that navigate to landmark states. These states are prototypical representatives of well-connected regions and can hence access the associated region with relative ease. In this work, we propose Successor Options, which leverages Successor Representations to build a model of the","authors_text":"Balaraman Ravindran, Manan Tomar, Rahul Ramesh","cross_cats":["cs.AI","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-05-14T17:24:11Z","title":"Successor Options: An Option Discovery Framework for Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1905.05731","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":"sha256:02fd86c173d6d1b30ef159ea2f4a8e08036964e910528292e4c4f71c22bffd48","target":"record","created_at":"2026-05-17T23:46:13Z","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":"e2b083615cbbf9bfec2967e46bec2c5106cd5574a81a29a30414683e03d0f44c","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-05-14T17:24:11Z","title_canon_sha256":"8abffa43dca22edb8a3ea9a434643c616f95d3cda667565dd5e62dc76a39ed0d"},"schema_version":"1.0","source":{"id":"1905.05731","kind":"arxiv","version":1}},"canonical_sha256":"74417805b1eee8b7d4f6d95fd4b954e79fedd6f15a54478f55348ae2171411b2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"74417805b1eee8b7d4f6d95fd4b954e79fedd6f15a54478f55348ae2171411b2","first_computed_at":"2026-05-17T23:46:13.711345Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:46:13.711345Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tKfu0IeQkytJ/UReHlsWjoVeg3g0DMl8ZGHpk/KjDc9lV+/NUCOd8Sou71d911B/n54jIDKAjIazqX3dLdmIAg==","signature_status":"signed_v1","signed_at":"2026-05-17T23:46:13.711782Z","signed_message":"canonical_sha256_bytes"},"source_id":"1905.05731","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:02fd86c173d6d1b30ef159ea2f4a8e08036964e910528292e4c4f71c22bffd48","sha256:f8432de69a34a6e1ef7a4cbb6fb67e4dd617dc53fafe50d8716ba7ca13665c7e"],"state_sha256":"5b711db44d0dba9d1f95eaa6856f75e544bc0aca44f1b8268a74252395a58d3e"}