{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:SDDOOLMAVTB2FW2CVVN3FH7H66","short_pith_number":"pith:SDDOOLMA","canonical_record":{"source":{"id":"2104.06890","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2021-04-14T14:31:51Z","cross_cats_sorted":[],"title_canon_sha256":"25da75fc77fe773bf6080b0e0c13105668d5a6258f2d61746474c473a3b400f5","abstract_canon_sha256":"97eeff1d8efe638de80482987bb9cb60118118c03c6b2287b6b892bcc4a812fa"},"schema_version":"1.0"},"canonical_sha256":"90c6e72d80acc3a2db42ad5bb29fe7f7b9d311cb794b6759e75da8e9ea7aed26","source":{"kind":"arxiv","id":"2104.06890","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2104.06890","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"arxiv_version","alias_value":"2104.06890v2","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2104.06890","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"pith_short_12","alias_value":"SDDOOLMAVTB2","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"pith_short_16","alias_value":"SDDOOLMAVTB2FW2C","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"pith_short_8","alias_value":"SDDOOLMA","created_at":"2026-07-05T03:32:52Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:SDDOOLMAVTB2FW2CVVN3FH7H66","target":"record","payload":{"canonical_record":{"source":{"id":"2104.06890","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2021-04-14T14:31:51Z","cross_cats_sorted":[],"title_canon_sha256":"25da75fc77fe773bf6080b0e0c13105668d5a6258f2d61746474c473a3b400f5","abstract_canon_sha256":"97eeff1d8efe638de80482987bb9cb60118118c03c6b2287b6b892bcc4a812fa"},"schema_version":"1.0"},"canonical_sha256":"90c6e72d80acc3a2db42ad5bb29fe7f7b9d311cb794b6759e75da8e9ea7aed26","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:32:52.436528Z","signature_b64":"MEt/IbKlL9TM3jHd3wBvAyo/Sl6wWSziWgRWrsNj8KtvLWL8TI0Oy/uSDkuQvmJ4xFlHaPWGq2UiQ4e/TDUWBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"90c6e72d80acc3a2db42ad5bb29fe7f7b9d311cb794b6759e75da8e9ea7aed26","last_reissued_at":"2026-07-05T03:32:52.435983Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:32:52.435983Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2104.06890","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:32:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0ri2yypzDoNf0bdaK//2Ndxtcls+9Vug/PB9elrC3Iift8YM92C0Qy5q41JG+1nsUmiZ0+uxq1QN6VbHhxj4BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T11:27:51.583324Z"},"content_sha256":"905bef6ecc0808b23d84bbf8b86d4a6f8b65775728f798263f3230283011b43c","schema_version":"1.0","event_id":"sha256:905bef6ecc0808b23d84bbf8b86d4a6f8b65775728f798263f3230283011b43c"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:SDDOOLMAVTB2FW2CVVN3FH7H66","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"An Introduction of mini-AlphaStar","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Ruo-Ze Liu, Tong Lu, Wenhai Wang, Yang Yu, Yanjie Shen, Zhiqi Li","submitted_at":"2021-04-14T14:31:51Z","abstract_excerpt":"StarCraft II (SC2) is a real-time strategy game in which players produce and control multiple units to fight against opponent's units. Due to its difficulties, such as huge state space, various action space, a long time horizon, and imperfect information, SC2 has been a research hotspot in reinforcement learning. Recently, an agent called AlphaStar (AS) has been proposed, which shows good performance, obtaining a high win rate of 99.8% against human players. We implemented a mini-scaled version of it called mini-AlphaStar (mAS) based on AS's paper and pseudocode. The difference between AS and "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2104.06890","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2104.06890/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:32:52Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+RAp3QzJy+KVjRurbJRX6fBfwP5wbzxxqb5IPQvc3aQ21ad+N+Bq61USjMb5h5iaQ/9Avc/wiXmAfiKymEicDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-06T11:27:51.583794Z"},"content_sha256":"4356a31558ea3def93afde6b4be1bbe7b730fe88b4d956965cf5f5fe9fb4eb2f","schema_version":"1.0","event_id":"sha256:4356a31558ea3def93afde6b4be1bbe7b730fe88b4d956965cf5f5fe9fb4eb2f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SDDOOLMAVTB2FW2CVVN3FH7H66/bundle.json","state_url":"https://pith.science/pith/SDDOOLMAVTB2FW2CVVN3FH7H66/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SDDOOLMAVTB2FW2CVVN3FH7H66/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-06T11:27:51Z","links":{"resolver":"https://pith.science/pith/SDDOOLMAVTB2FW2CVVN3FH7H66","bundle":"https://pith.science/pith/SDDOOLMAVTB2FW2CVVN3FH7H66/bundle.json","state":"https://pith.science/pith/SDDOOLMAVTB2FW2CVVN3FH7H66/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SDDOOLMAVTB2FW2CVVN3FH7H66/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:SDDOOLMAVTB2FW2CVVN3FH7H66","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":"97eeff1d8efe638de80482987bb9cb60118118c03c6b2287b6b892bcc4a812fa","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2021-04-14T14:31:51Z","title_canon_sha256":"25da75fc77fe773bf6080b0e0c13105668d5a6258f2d61746474c473a3b400f5"},"schema_version":"1.0","source":{"id":"2104.06890","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2104.06890","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"arxiv_version","alias_value":"2104.06890v2","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2104.06890","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"pith_short_12","alias_value":"SDDOOLMAVTB2","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"pith_short_16","alias_value":"SDDOOLMAVTB2FW2C","created_at":"2026-07-05T03:32:52Z"},{"alias_kind":"pith_short_8","alias_value":"SDDOOLMA","created_at":"2026-07-05T03:32:52Z"}],"graph_snapshots":[{"event_id":"sha256:4356a31558ea3def93afde6b4be1bbe7b730fe88b4d956965cf5f5fe9fb4eb2f","target":"graph","created_at":"2026-07-05T03:32:52Z","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/2104.06890/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"StarCraft II (SC2) is a real-time strategy game in which players produce and control multiple units to fight against opponent's units. Due to its difficulties, such as huge state space, various action space, a long time horizon, and imperfect information, SC2 has been a research hotspot in reinforcement learning. Recently, an agent called AlphaStar (AS) has been proposed, which shows good performance, obtaining a high win rate of 99.8% against human players. We implemented a mini-scaled version of it called mini-AlphaStar (mAS) based on AS's paper and pseudocode. The difference between AS and ","authors_text":"Ruo-Ze Liu, Tong Lu, Wenhai Wang, Yang Yu, Yanjie Shen, Zhiqi Li","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2021-04-14T14:31:51Z","title":"An Introduction of mini-AlphaStar"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2104.06890","kind":"arxiv","version":2},"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":"sha256:905bef6ecc0808b23d84bbf8b86d4a6f8b65775728f798263f3230283011b43c","target":"record","created_at":"2026-07-05T03:32:52Z","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":"97eeff1d8efe638de80482987bb9cb60118118c03c6b2287b6b892bcc4a812fa","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.AI","submitted_at":"2021-04-14T14:31:51Z","title_canon_sha256":"25da75fc77fe773bf6080b0e0c13105668d5a6258f2d61746474c473a3b400f5"},"schema_version":"1.0","source":{"id":"2104.06890","kind":"arxiv","version":2}},"canonical_sha256":"90c6e72d80acc3a2db42ad5bb29fe7f7b9d311cb794b6759e75da8e9ea7aed26","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"90c6e72d80acc3a2db42ad5bb29fe7f7b9d311cb794b6759e75da8e9ea7aed26","first_computed_at":"2026-07-05T03:32:52.435983Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:32:52.435983Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MEt/IbKlL9TM3jHd3wBvAyo/Sl6wWSziWgRWrsNj8KtvLWL8TI0Oy/uSDkuQvmJ4xFlHaPWGq2UiQ4e/TDUWBg==","signature_status":"signed_v1","signed_at":"2026-07-05T03:32:52.436528Z","signed_message":"canonical_sha256_bytes"},"source_id":"2104.06890","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:905bef6ecc0808b23d84bbf8b86d4a6f8b65775728f798263f3230283011b43c","sha256:4356a31558ea3def93afde6b4be1bbe7b730fe88b4d956965cf5f5fe9fb4eb2f"],"state_sha256":"7fba2fd740e7633fdeba5456498f77cbdc415eb6ffd840dfca44aec76124f751"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"UFj8JOtuskLqZ71zUmXw47GW96hsTUULjcUVnZYTJgXON3FRb53oNS9duyZ5k0vygHvlv5PBS2amrnCJBNexDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-06T11:27:51.587128Z","bundle_sha256":"298259a3ed74fd2ab3dbc53afecce121a999bf2a220b30796f09133f33cd336e"}}