{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:KOJLXCXNIUFWI6I66K5QUEXFLZ","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":"a9d1bcb6679d5d872bf57f049ce7d41a8f7d3d34d831a6d459fe6ff250b355b8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2016-05-06T20:52:26Z","title_canon_sha256":"4bd5287772a168a42aeffc37883aa7cccd5f2692a4164d136411c78c0833e09f"},"schema_version":"1.0","source":{"id":"1605.02099","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1605.02099","created_at":"2026-05-18T01:15:22Z"},{"alias_kind":"arxiv_version","alias_value":"1605.02099v1","created_at":"2026-05-18T01:15:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1605.02099","created_at":"2026-05-18T01:15:22Z"},{"alias_kind":"pith_short_12","alias_value":"KOJLXCXNIUFW","created_at":"2026-05-18T12:30:25Z"},{"alias_kind":"pith_short_16","alias_value":"KOJLXCXNIUFWI6I6","created_at":"2026-05-18T12:30:25Z"},{"alias_kind":"pith_short_8","alias_value":"KOJLXCXN","created_at":"2026-05-18T12:30:25Z"}],"graph_snapshots":[{"event_id":"sha256:81d65c753fdc1d5fb3a7d761699d0cd6934243ce51f1d760814fa32623aff467","target":"graph","created_at":"2026-05-18T01:15:22Z","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":"This is a companion note to our recent study of the weak convergence properties of constrained emphatic temporal-difference learning (ETD) algorithms from a theoretic perspective. It supplements the latter analysis with simulation results and illustrates the behavior of some of the ETD algorithms using three example problems.","authors_text":"Huizhen Yu","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2016-05-06T20:52:26Z","title":"Some Simulation Results for Emphatic Temporal-Difference Learning Algorithms"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1605.02099","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:c2187d4d38629392506a503128dc449ce848d7f6dd5b3c10fcf39d43c7b7a209","target":"record","created_at":"2026-05-18T01:15:22Z","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":"a9d1bcb6679d5d872bf57f049ce7d41a8f7d3d34d831a6d459fe6ff250b355b8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2016-05-06T20:52:26Z","title_canon_sha256":"4bd5287772a168a42aeffc37883aa7cccd5f2692a4164d136411c78c0833e09f"},"schema_version":"1.0","source":{"id":"1605.02099","kind":"arxiv","version":1}},"canonical_sha256":"5392bb8aed450b64791ef2bb0a12e55e57c8e82f6b392836bbc408fb67e89688","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5392bb8aed450b64791ef2bb0a12e55e57c8e82f6b392836bbc408fb67e89688","first_computed_at":"2026-05-18T01:15:22.086128Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:15:22.086128Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gr6rRr3NtroU6/+2014UiNVl2Tj8/BFvvKpuNWdvcTHhaQbKX8hMFEuoM8rFpt9YHYoVhZov3cOgkqJuQG1UAA==","signature_status":"signed_v1","signed_at":"2026-05-18T01:15:22.086815Z","signed_message":"canonical_sha256_bytes"},"source_id":"1605.02099","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c2187d4d38629392506a503128dc449ce848d7f6dd5b3c10fcf39d43c7b7a209","sha256:81d65c753fdc1d5fb3a7d761699d0cd6934243ce51f1d760814fa32623aff467"],"state_sha256":"dc435d7fff239f5410bc385eea4edb5e89b6ce75aaf98a6f165a0461c4614b38"}