{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:UXSIRELRROWPT2AZH7QYAUGRHJ","short_pith_number":"pith:UXSIRELR","canonical_record":{"source":{"id":"2506.23926","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-30T14:54:52Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"2246eb3ae27873cca4c9bf669f5dc86d1e7f00a63f3be3858d91bd7375e18f44","abstract_canon_sha256":"de9eae41128b0122834d115d142cb994c11fec33b890c645b44e21d01575f5d1"},"schema_version":"1.0"},"canonical_sha256":"a5e48891718bacf9e8193fe18050d13a5f0ab497346b81af5a85948e744806ca","source":{"kind":"arxiv","id":"2506.23926","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.23926","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"arxiv_version","alias_value":"2506.23926v1","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.23926","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"pith_short_12","alias_value":"UXSIRELRROWP","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"pith_short_16","alias_value":"UXSIRELRROWPT2AZ","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"pith_short_8","alias_value":"UXSIRELR","created_at":"2026-07-05T11:29:30Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:UXSIRELRROWPT2AZH7QYAUGRHJ","target":"record","payload":{"canonical_record":{"source":{"id":"2506.23926","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-30T14:54:52Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"2246eb3ae27873cca4c9bf669f5dc86d1e7f00a63f3be3858d91bd7375e18f44","abstract_canon_sha256":"de9eae41128b0122834d115d142cb994c11fec33b890c645b44e21d01575f5d1"},"schema_version":"1.0"},"canonical_sha256":"a5e48891718bacf9e8193fe18050d13a5f0ab497346b81af5a85948e744806ca","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:29:30.188323Z","signature_b64":"f5re0vLVli4wQfd8rjF7i6RuWwpfsh5qC21JE/YexZrPKoewq0bfYs/OiOnfsQEhnJchk+06sUBemSNPj+QbBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a5e48891718bacf9e8193fe18050d13a5f0ab497346b81af5a85948e744806ca","last_reissued_at":"2026-07-05T11:29:30.187753Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:29:30.187753Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.23926","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T11:29:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"o/vWsHBq8utyb4AD8iY+N5NLoX364PsEazMqegKhckVPUdfQZBEkCspC9cS+wJNxuuC3ok4MBJcdYgXCVS6aBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T12:11:15.770472Z"},"content_sha256":"430e914a4159f7fdb597ff732888da2951b364859b9a565aca4256c28c9cd387","schema_version":"1.0","event_id":"sha256:430e914a4159f7fdb597ff732888da2951b364859b9a565aca4256c28c9cd387"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:UXSIRELRROWPT2AZH7QYAUGRHJ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Industrial brain: a human-like autonomous neuro-symbolic cognitive decision-making system","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.AI","authors_text":"Bicheng Wang, Junping Wang, Yibo Xuea, Yuan Xie","submitted_at":"2025-06-30T14:54:52Z","abstract_excerpt":"Resilience non-equilibrium measurement, the ability to maintain fundamental functionality amidst failures and errors, is crucial for scientific management and engineering applications of industrial chain. The problem is particularly challenging when the number or types of multiple co-evolution of resilience (for example, randomly placed) are extremely chaos. Existing end-to-end deep learning ordinarily do not generalize well to unseen full-feld reconstruction of spatiotemporal co-evolution structure, and predict resilience of network topology, especially in multiple chaos data regimes typicall"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.23926","kind":"arxiv","version":1},"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/2506.23926/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":"2026-07-05T11:29:30Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"BqcPd3GckSWTCS/JeFN5ONo2RzPHLM/NzA0EZnuN4110aeef51PZPM5jn0H/ZV1NOfi+603sA7cTy8Ah7hD9Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T12:11:15.770984Z"},"content_sha256":"bea7c6aa40c212c0d18b5b36d0b24b32b14d394927e5607c250d82bebd7727a7","schema_version":"1.0","event_id":"sha256:bea7c6aa40c212c0d18b5b36d0b24b32b14d394927e5607c250d82bebd7727a7"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/UXSIRELRROWPT2AZH7QYAUGRHJ/bundle.json","state_url":"https://pith.science/pith/UXSIRELRROWPT2AZH7QYAUGRHJ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/UXSIRELRROWPT2AZH7QYAUGRHJ/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":"2026-08-08T12:11:15Z","links":{"resolver":"https://pith.science/pith/UXSIRELRROWPT2AZH7QYAUGRHJ","bundle":"https://pith.science/pith/UXSIRELRROWPT2AZH7QYAUGRHJ/bundle.json","state":"https://pith.science/pith/UXSIRELRROWPT2AZH7QYAUGRHJ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/UXSIRELRROWPT2AZH7QYAUGRHJ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:UXSIRELRROWPT2AZH7QYAUGRHJ","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":"de9eae41128b0122834d115d142cb994c11fec33b890c645b44e21d01575f5d1","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-30T14:54:52Z","title_canon_sha256":"2246eb3ae27873cca4c9bf669f5dc86d1e7f00a63f3be3858d91bd7375e18f44"},"schema_version":"1.0","source":{"id":"2506.23926","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.23926","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"arxiv_version","alias_value":"2506.23926v1","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.23926","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"pith_short_12","alias_value":"UXSIRELRROWP","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"pith_short_16","alias_value":"UXSIRELRROWPT2AZ","created_at":"2026-07-05T11:29:30Z"},{"alias_kind":"pith_short_8","alias_value":"UXSIRELR","created_at":"2026-07-05T11:29:30Z"}],"graph_snapshots":[{"event_id":"sha256:bea7c6aa40c212c0d18b5b36d0b24b32b14d394927e5607c250d82bebd7727a7","target":"graph","created_at":"2026-07-05T11:29:30Z","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/2506.23926/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Resilience non-equilibrium measurement, the ability to maintain fundamental functionality amidst failures and errors, is crucial for scientific management and engineering applications of industrial chain. The problem is particularly challenging when the number or types of multiple co-evolution of resilience (for example, randomly placed) are extremely chaos. Existing end-to-end deep learning ordinarily do not generalize well to unseen full-feld reconstruction of spatiotemporal co-evolution structure, and predict resilience of network topology, especially in multiple chaos data regimes typicall","authors_text":"Bicheng Wang, Junping Wang, Yibo Xuea, Yuan Xie","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-30T14:54:52Z","title":"Industrial brain: a human-like autonomous neuro-symbolic cognitive decision-making system"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.23926","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":"sha256:430e914a4159f7fdb597ff732888da2951b364859b9a565aca4256c28c9cd387","target":"record","created_at":"2026-07-05T11:29:30Z","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":"de9eae41128b0122834d115d142cb994c11fec33b890c645b44e21d01575f5d1","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.AI","submitted_at":"2025-06-30T14:54:52Z","title_canon_sha256":"2246eb3ae27873cca4c9bf669f5dc86d1e7f00a63f3be3858d91bd7375e18f44"},"schema_version":"1.0","source":{"id":"2506.23926","kind":"arxiv","version":1}},"canonical_sha256":"a5e48891718bacf9e8193fe18050d13a5f0ab497346b81af5a85948e744806ca","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a5e48891718bacf9e8193fe18050d13a5f0ab497346b81af5a85948e744806ca","first_computed_at":"2026-07-05T11:29:30.187753Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:29:30.187753Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"f5re0vLVli4wQfd8rjF7i6RuWwpfsh5qC21JE/YexZrPKoewq0bfYs/OiOnfsQEhnJchk+06sUBemSNPj+QbBw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:29:30.188323Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.23926","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:430e914a4159f7fdb597ff732888da2951b364859b9a565aca4256c28c9cd387","sha256:bea7c6aa40c212c0d18b5b36d0b24b32b14d394927e5607c250d82bebd7727a7"],"state_sha256":"97fd6490e990bf3b6a13d9a0f6faf1163e1abfbe9a014687cd8113dbcd3df4af"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+wWz/1VXyGOhgOoFC6Rlq3/BkjXWQm9+FfloafI2EuoycSQ/3Olq16gkywqeP+CZ92rb64xaMZTJ0RDqYfPYAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T12:11:15.774993Z","bundle_sha256":"0bd824f8a2098eb615f44d5b559ea3763857ffa3b3ec2243af880d275b34b7b8"}}