{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2020:SRZUCB3S3SCPCBL3ANMS2ZNY4Z","short_pith_number":"pith:SRZUCB3S","canonical_record":{"source":{"id":"2011.12692","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-11-25T12:52:33Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"699acc14bbc845211191ec819d23237719f9bb89837ea5846661cedc6fcc20a2","abstract_canon_sha256":"637b3c2b9e1a162ead85112e9ca27ffde2907908423fa93c2b2d6e2490fa57f7"},"schema_version":"1.0"},"canonical_sha256":"9473410772dc84f1057b03592d65b8e667be02c1c909536e5300c25d12d1485b","source":{"kind":"arxiv","id":"2011.12692","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2011.12692","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"arxiv_version","alias_value":"2011.12692v4","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2011.12692","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"pith_short_12","alias_value":"SRZUCB3S3SCP","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"pith_short_16","alias_value":"SRZUCB3S3SCPCBL3","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"pith_short_8","alias_value":"SRZUCB3S","created_at":"2026-07-05T02:03:16Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2020:SRZUCB3S3SCPCBL3ANMS2ZNY4Z","target":"record","payload":{"canonical_record":{"source":{"id":"2011.12692","kind":"arxiv","version":4},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-11-25T12:52:33Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"699acc14bbc845211191ec819d23237719f9bb89837ea5846661cedc6fcc20a2","abstract_canon_sha256":"637b3c2b9e1a162ead85112e9ca27ffde2907908423fa93c2b2d6e2490fa57f7"},"schema_version":"1.0"},"canonical_sha256":"9473410772dc84f1057b03592d65b8e667be02c1c909536e5300c25d12d1485b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:03:16.333243Z","signature_b64":"QZaRQpN76eua2q1WwyRJdGk9g975UarCd/lXbf5Yc4qdaG/bagJmTzNsB40X8Suw0QdOvrn2WC7RgbQY9+X/CA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9473410772dc84f1057b03592d65b8e667be02c1c909536e5300c25d12d1485b","last_reissued_at":"2026-07-05T02:03:16.332763Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:03:16.332763Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2011.12692","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T02:03:16Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wt7Y6hWS900mmMzGbGxpbBDFCXldiSr5aPng17umEG1iEirnnoSEeDnWx6kLRyvyFe994e3LOKCFIq7dD2VtBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-17T10:06:14.698860Z"},"content_sha256":"bb9ac8ff06b91187b1556b6fce1860022259e5d6e3a271dc48c4f840c47ef522","schema_version":"1.0","event_id":"sha256:bb9ac8ff06b91187b1556b6fce1860022259e5d6e3a271dc48c4f840c47ef522"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2020:SRZUCB3S3SCPCBL3ANMS2ZNY4Z","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Towards Playing Full MOBA Games with Deep Reinforcement Learning","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.AI","authors_text":"Bei Shi, Bo Liu, Bo Yuan, Deheng Ye, Fuhao Qiu, Guibin Chen, Hongsheng Yu, Jia Chen, Lanxiao Huang, Liang Wang, Qiang Fu, Sheng Chen, Tengfei Shi, Wei Liu, Wei Yang, Wen Zhang, Yinyuting Yin, Zhao Liu","submitted_at":"2020-11-25T12:52:33Z","abstract_excerpt":"MOBA games, e.g., Honor of Kings, League of Legends, and Dota 2, pose grand challenges to AI systems such as multi-agent, enormous state-action space, complex action control, etc. Developing AI for playing MOBA games has raised much attention accordingly. However, existing work falls short in handling the raw game complexity caused by the explosion of agent combinations, i.e., lineups, when expanding the hero pool in case that OpenAI's Dota AI limits the play to a pool of only 17 heroes. As a result, full MOBA games without restrictions are far from being mastered by any existing AI system. In"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2011.12692","kind":"arxiv","version":4},"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/2011.12692/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":"2026-07-05T02:03:16Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"800K3AMiPQknY2ydwnr3sMN9RromSbwWX3SU6AstKZIDqLZStA6mdblV4xtlU6DTxkdBQQSNZ+wumkuIvr7TAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-17T10:06:14.699231Z"},"content_sha256":"26e10ae087f6e562ca402e93399769ee4dd740dbd38132341922251ab680f5ee","schema_version":"1.0","event_id":"sha256:26e10ae087f6e562ca402e93399769ee4dd740dbd38132341922251ab680f5ee"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SRZUCB3S3SCPCBL3ANMS2ZNY4Z/bundle.json","state_url":"https://pith.science/pith/SRZUCB3S3SCPCBL3ANMS2ZNY4Z/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SRZUCB3S3SCPCBL3ANMS2ZNY4Z/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":"2026-07-17T10:06:14Z","links":{"resolver":"https://pith.science/pith/SRZUCB3S3SCPCBL3ANMS2ZNY4Z","bundle":"https://pith.science/pith/SRZUCB3S3SCPCBL3ANMS2ZNY4Z/bundle.json","state":"https://pith.science/pith/SRZUCB3S3SCPCBL3ANMS2ZNY4Z/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SRZUCB3S3SCPCBL3ANMS2ZNY4Z/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:SRZUCB3S3SCPCBL3ANMS2ZNY4Z","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":"637b3c2b9e1a162ead85112e9ca27ffde2907908423fa93c2b2d6e2490fa57f7","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-11-25T12:52:33Z","title_canon_sha256":"699acc14bbc845211191ec819d23237719f9bb89837ea5846661cedc6fcc20a2"},"schema_version":"1.0","source":{"id":"2011.12692","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2011.12692","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"arxiv_version","alias_value":"2011.12692v4","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2011.12692","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"pith_short_12","alias_value":"SRZUCB3S3SCP","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"pith_short_16","alias_value":"SRZUCB3S3SCPCBL3","created_at":"2026-07-05T02:03:16Z"},{"alias_kind":"pith_short_8","alias_value":"SRZUCB3S","created_at":"2026-07-05T02:03:16Z"}],"graph_snapshots":[{"event_id":"sha256:26e10ae087f6e562ca402e93399769ee4dd740dbd38132341922251ab680f5ee","target":"graph","created_at":"2026-07-05T02:03:16Z","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/2011.12692/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"MOBA games, e.g., Honor of Kings, League of Legends, and Dota 2, pose grand challenges to AI systems such as multi-agent, enormous state-action space, complex action control, etc. Developing AI for playing MOBA games has raised much attention accordingly. However, existing work falls short in handling the raw game complexity caused by the explosion of agent combinations, i.e., lineups, when expanding the hero pool in case that OpenAI's Dota AI limits the play to a pool of only 17 heroes. As a result, full MOBA games without restrictions are far from being mastered by any existing AI system. In","authors_text":"Bei Shi, Bo Liu, Bo Yuan, Deheng Ye, Fuhao Qiu, Guibin Chen, Hongsheng Yu, Jia Chen, Lanxiao Huang, Liang Wang, Qiang Fu, Sheng Chen, Tengfei Shi, Wei Liu, Wei Yang, Wen Zhang, Yinyuting Yin, Zhao Liu","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-11-25T12:52:33Z","title":"Towards Playing Full MOBA Games with Deep Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2011.12692","kind":"arxiv","version":4},"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:bb9ac8ff06b91187b1556b6fce1860022259e5d6e3a271dc48c4f840c47ef522","target":"record","created_at":"2026-07-05T02:03:16Z","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":"637b3c2b9e1a162ead85112e9ca27ffde2907908423fa93c2b2d6e2490fa57f7","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2020-11-25T12:52:33Z","title_canon_sha256":"699acc14bbc845211191ec819d23237719f9bb89837ea5846661cedc6fcc20a2"},"schema_version":"1.0","source":{"id":"2011.12692","kind":"arxiv","version":4}},"canonical_sha256":"9473410772dc84f1057b03592d65b8e667be02c1c909536e5300c25d12d1485b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9473410772dc84f1057b03592d65b8e667be02c1c909536e5300c25d12d1485b","first_computed_at":"2026-07-05T02:03:16.332763Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:03:16.332763Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QZaRQpN76eua2q1WwyRJdGk9g975UarCd/lXbf5Yc4qdaG/bagJmTzNsB40X8Suw0QdOvrn2WC7RgbQY9+X/CA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:03:16.333243Z","signed_message":"canonical_sha256_bytes"},"source_id":"2011.12692","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bb9ac8ff06b91187b1556b6fce1860022259e5d6e3a271dc48c4f840c47ef522","sha256:26e10ae087f6e562ca402e93399769ee4dd740dbd38132341922251ab680f5ee"],"state_sha256":"2ecc1ff80dbdf9f93abda5fe4ec3cbfadc1dd58df1ca7c6ed0047d3ac50a3180"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/fryiwUmdemGFwzarii1/GYnlvOEXtaZy+K6exTCZeIM81PJaT9mDbB5XDrSGwTHZCqZPYcQYgwLzrLTFqyKBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-17T10:06:14.701364Z","bundle_sha256":"6b54ee5787a4feed8c290a7533d9499d6212276776981ea873460afee61699a6"}}