{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:N7AUZGTOBLUEJM4KB7FTWHKTRN","short_pith_number":"pith:N7AUZGTO","canonical_record":{"source":{"id":"2105.03052","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2021-05-07T03:46:14Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"af3cbb64e044db9f7c27e03e120b9a4db750c6f44eda5a8148d62e6244301e5c","abstract_canon_sha256":"9ab1ffbf7d646119bebb14275468431af34c81d1a57b86ca461f7e243f79110e"},"schema_version":"1.0"},"canonical_sha256":"6fc14c9a6e0ae844b38a0fcb3b1d538b4f50da8a0f69994cce23969721978026","source":{"kind":"arxiv","id":"2105.03052","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.03052","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"arxiv_version","alias_value":"2105.03052v2","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.03052","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"pith_short_12","alias_value":"N7AUZGTOBLUE","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"pith_short_16","alias_value":"N7AUZGTOBLUEJM4K","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"pith_short_8","alias_value":"N7AUZGTO","created_at":"2026-07-05T02:48:37Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:N7AUZGTOBLUEJM4KB7FTWHKTRN","target":"record","payload":{"canonical_record":{"source":{"id":"2105.03052","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2021-05-07T03:46:14Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"af3cbb64e044db9f7c27e03e120b9a4db750c6f44eda5a8148d62e6244301e5c","abstract_canon_sha256":"9ab1ffbf7d646119bebb14275468431af34c81d1a57b86ca461f7e243f79110e"},"schema_version":"1.0"},"canonical_sha256":"6fc14c9a6e0ae844b38a0fcb3b1d538b4f50da8a0f69994cce23969721978026","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:48:37.415797Z","signature_b64":"noXtixXkf731ZbNt5/lII+W/JqFhgf+l12NyBuy8xK/+kXIqNiVTnPjrecKIi/p6sqPrrlenpYTu5igXdmnVAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"6fc14c9a6e0ae844b38a0fcb3b1d538b4f50da8a0f69994cce23969721978026","last_reissued_at":"2026-07-05T02:48:37.415196Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:48:37.415196Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2105.03052","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":"2026-07-05T02:48:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2znN5fIP5SC0pdTWWZ8dBaFar3TZCCUlq7dEkt6KrPK3zheBUq+m9nHY0zmqOxLN3GJ5cH51IoQ8/LaIrOmyBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T05:42:36.919432Z"},"content_sha256":"0acd046a86af4e72fe549891b2578ad5122fc63361fff371899ef3d535d1f316","schema_version":"1.0","event_id":"sha256:0acd046a86af4e72fe549891b2578ad5122fc63361fff371899ef3d535d1f316"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:N7AUZGTOBLUEJM4KB7FTWHKTRN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Informational Design of Dynamic Multi-Agent System","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.MA","authors_text":"Quanyan Zhu, Tao Zhang","submitted_at":"2021-05-07T03:46:14Z","abstract_excerpt":"This work considers a novel information design problem and studies how the craft of payoff-relevant environmental signals solely can influence the behaviors of intelligent agents. The agents' strategic interactions are captured by a Markov game, in which each agent first selects one external signal from multiple signal sources as additional payoff-relevant information and then takes an action. There is a rational information designer (principal) who possesses one signal source and aims to influence the equilibrium behaviors of the agents by designing the information structure of her signals se"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.03052","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/2105.03052/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":"2026-07-05T02:48:37Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dpTJb9jrnu4LqKQdtgHFfynSqSxw+EWeCC3vcDu0bbkZHpgT56X6sfFmKnnxccmFIhaTeTYKnEAO+p729et8BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-18T05:42:36.919958Z"},"content_sha256":"bc35c77f2ca2d5274c8b01f0a208baab049222b4c8a9bcd121f2395bcdec4783","schema_version":"1.0","event_id":"sha256:bc35c77f2ca2d5274c8b01f0a208baab049222b4c8a9bcd121f2395bcdec4783"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/N7AUZGTOBLUEJM4KB7FTWHKTRN/bundle.json","state_url":"https://pith.science/pith/N7AUZGTOBLUEJM4KB7FTWHKTRN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/N7AUZGTOBLUEJM4KB7FTWHKTRN/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":"2026-08-18T05:42:36Z","links":{"resolver":"https://pith.science/pith/N7AUZGTOBLUEJM4KB7FTWHKTRN","bundle":"https://pith.science/pith/N7AUZGTOBLUEJM4KB7FTWHKTRN/bundle.json","state":"https://pith.science/pith/N7AUZGTOBLUEJM4KB7FTWHKTRN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/N7AUZGTOBLUEJM4KB7FTWHKTRN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:N7AUZGTOBLUEJM4KB7FTWHKTRN","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":"9ab1ffbf7d646119bebb14275468431af34c81d1a57b86ca461f7e243f79110e","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2021-05-07T03:46:14Z","title_canon_sha256":"af3cbb64e044db9f7c27e03e120b9a4db750c6f44eda5a8148d62e6244301e5c"},"schema_version":"1.0","source":{"id":"2105.03052","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.03052","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"arxiv_version","alias_value":"2105.03052v2","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.03052","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"pith_short_12","alias_value":"N7AUZGTOBLUE","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"pith_short_16","alias_value":"N7AUZGTOBLUEJM4K","created_at":"2026-07-05T02:48:37Z"},{"alias_kind":"pith_short_8","alias_value":"N7AUZGTO","created_at":"2026-07-05T02:48:37Z"}],"graph_snapshots":[{"event_id":"sha256:bc35c77f2ca2d5274c8b01f0a208baab049222b4c8a9bcd121f2395bcdec4783","target":"graph","created_at":"2026-07-05T02:48:37Z","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/2105.03052/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This work considers a novel information design problem and studies how the craft of payoff-relevant environmental signals solely can influence the behaviors of intelligent agents. The agents' strategic interactions are captured by a Markov game, in which each agent first selects one external signal from multiple signal sources as additional payoff-relevant information and then takes an action. There is a rational information designer (principal) who possesses one signal source and aims to influence the equilibrium behaviors of the agents by designing the information structure of her signals se","authors_text":"Quanyan Zhu, Tao Zhang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2021-05-07T03:46:14Z","title":"Informational Design of Dynamic Multi-Agent System"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.03052","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":"sha256:0acd046a86af4e72fe549891b2578ad5122fc63361fff371899ef3d535d1f316","target":"record","created_at":"2026-07-05T02:48:37Z","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":"9ab1ffbf7d646119bebb14275468431af34c81d1a57b86ca461f7e243f79110e","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2021-05-07T03:46:14Z","title_canon_sha256":"af3cbb64e044db9f7c27e03e120b9a4db750c6f44eda5a8148d62e6244301e5c"},"schema_version":"1.0","source":{"id":"2105.03052","kind":"arxiv","version":2}},"canonical_sha256":"6fc14c9a6e0ae844b38a0fcb3b1d538b4f50da8a0f69994cce23969721978026","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6fc14c9a6e0ae844b38a0fcb3b1d538b4f50da8a0f69994cce23969721978026","first_computed_at":"2026-07-05T02:48:37.415196Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:48:37.415196Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"noXtixXkf731ZbNt5/lII+W/JqFhgf+l12NyBuy8xK/+kXIqNiVTnPjrecKIi/p6sqPrrlenpYTu5igXdmnVAw==","signature_status":"signed_v1","signed_at":"2026-07-05T02:48:37.415797Z","signed_message":"canonical_sha256_bytes"},"source_id":"2105.03052","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0acd046a86af4e72fe549891b2578ad5122fc63361fff371899ef3d535d1f316","sha256:bc35c77f2ca2d5274c8b01f0a208baab049222b4c8a9bcd121f2395bcdec4783"],"state_sha256":"5dfd95c36a5c48a7aefc1502999c8ba818355506902e6d2c693bdadf0c84ccb7"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0lXyFRVFc0qtfPUK/uHSyg9TE74kVz8s6soIN4O0Q9q6FhQ3Qi045r333IDqJLtjPfgs2CNFs/yoXNs4dMaYAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-18T05:42:36.925433Z","bundle_sha256":"e8144917211d595141282c6fd3eaa7151bf6046f30dab0a9f86998f641309fdf"}}