{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:O43VHMZT2MTDMBRCCHZ7BVZMJX","short_pith_number":"pith:O43VHMZT","canonical_record":{"source":{"id":"2204.09316","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2022-04-20T08:51:06Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"bfef16d07fafb6c645f13a059704d94ad441609401b88d4529554be3776813b5","abstract_canon_sha256":"c50ad2ba4662f7c56a0a794751ca0884af1f552aafce44a1737834446902e954"},"schema_version":"1.0"},"canonical_sha256":"773753b333d32636062211f3f0d72c4dc9dba65c28dd0536a2a9e215759cfc38","source":{"kind":"arxiv","id":"2204.09316","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2204.09316","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"arxiv_version","alias_value":"2204.09316v2","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2204.09316","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"pith_short_12","alias_value":"O43VHMZT2MTD","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"pith_short_16","alias_value":"O43VHMZT2MTDMBRC","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"pith_short_8","alias_value":"O43VHMZT","created_at":"2026-07-05T05:13:06Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:O43VHMZT2MTDMBRCCHZ7BVZMJX","target":"record","payload":{"canonical_record":{"source":{"id":"2204.09316","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2022-04-20T08:51:06Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"bfef16d07fafb6c645f13a059704d94ad441609401b88d4529554be3776813b5","abstract_canon_sha256":"c50ad2ba4662f7c56a0a794751ca0884af1f552aafce44a1737834446902e954"},"schema_version":"1.0"},"canonical_sha256":"773753b333d32636062211f3f0d72c4dc9dba65c28dd0536a2a9e215759cfc38","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:13:06.424571Z","signature_b64":"Ji2m6S1Q8UPagDHPS29KO2sg/MtiOOGsUueZ68YWQHsXcCld93Ljm7BSfp+/Xy5Gvmrpl6q3/Jm/Uj2IJKnXBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"773753b333d32636062211f3f0d72c4dc9dba65c28dd0536a2a9e215759cfc38","last_reissued_at":"2026-07-05T05:13:06.424113Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:13:06.424113Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2204.09316","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":"2026-07-05T05:13:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mfa6j52rHxqi7sJPHUAITKPNQu8ZiI5TDI2qrcyI+sRHvYa8SrU+uFdrJ9nz2hU70uRJi5YJ8COGDp/0g4QmBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T07:53:20.677903Z"},"content_sha256":"9d24c88f12b9d504887b79c5ef0423a0ace967149b884b0da2f4afb2ec58e7b9","schema_version":"1.0","event_id":"sha256:9d24c88f12b9d504887b79c5ef0423a0ace967149b884b0da2f4afb2ec58e7b9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:O43VHMZT2MTDMBRCCHZ7BVZMJX","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Massive Twinning to Enhance Emergent Intelligence","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.MA","authors_text":"Bin Han, Dennis Krummacker, Hans D. Schotten, Siyu Yuan","submitted_at":"2022-04-20T08:51:06Z","abstract_excerpt":"As a complement to conventional AI solutions, emergent intelligence (EI) exhibits competitiveness in 6G IIoT scenario for its various outstanding features including robustness, protection to privacy, and scalability. However, despite the low computational complexity, EI is challenged by its high demand of data traffic in massive deployment. We propose to leverage massive twinning, which 6G is envisaged to support, to reduce the data traffic in EI and therewith enhance its performance."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2204.09316","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/2204.09316/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":"2026-07-05T05:13:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NQ6WSVON0x3fdE+svyKD+aiQs/u0D4GnEedoLA9Bz6JvYhVanUE5r7urKGHGIs1vFGOhUSQCLoZtQuHteUbeCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-14T07:53:20.678795Z"},"content_sha256":"ed002ddbd2461218b16f94b7ca1c3595ee00241b46c518c8c4602585c9364929","schema_version":"1.0","event_id":"sha256:ed002ddbd2461218b16f94b7ca1c3595ee00241b46c518c8c4602585c9364929"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/O43VHMZT2MTDMBRCCHZ7BVZMJX/bundle.json","state_url":"https://pith.science/pith/O43VHMZT2MTDMBRCCHZ7BVZMJX/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/O43VHMZT2MTDMBRCCHZ7BVZMJX/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":"2026-08-14T07:53:20Z","links":{"resolver":"https://pith.science/pith/O43VHMZT2MTDMBRCCHZ7BVZMJX","bundle":"https://pith.science/pith/O43VHMZT2MTDMBRCCHZ7BVZMJX/bundle.json","state":"https://pith.science/pith/O43VHMZT2MTDMBRCCHZ7BVZMJX/state.json","well_known_bundle":"https://pith.science/.well-known/pith/O43VHMZT2MTDMBRCCHZ7BVZMJX/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:O43VHMZT2MTDMBRCCHZ7BVZMJX","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":"c50ad2ba4662f7c56a0a794751ca0884af1f552aafce44a1737834446902e954","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2022-04-20T08:51:06Z","title_canon_sha256":"bfef16d07fafb6c645f13a059704d94ad441609401b88d4529554be3776813b5"},"schema_version":"1.0","source":{"id":"2204.09316","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2204.09316","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"arxiv_version","alias_value":"2204.09316v2","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2204.09316","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"pith_short_12","alias_value":"O43VHMZT2MTD","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"pith_short_16","alias_value":"O43VHMZT2MTDMBRC","created_at":"2026-07-05T05:13:06Z"},{"alias_kind":"pith_short_8","alias_value":"O43VHMZT","created_at":"2026-07-05T05:13:06Z"}],"graph_snapshots":[{"event_id":"sha256:ed002ddbd2461218b16f94b7ca1c3595ee00241b46c518c8c4602585c9364929","target":"graph","created_at":"2026-07-05T05:13:06Z","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/2204.09316/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As a complement to conventional AI solutions, emergent intelligence (EI) exhibits competitiveness in 6G IIoT scenario for its various outstanding features including robustness, protection to privacy, and scalability. However, despite the low computational complexity, EI is challenged by its high demand of data traffic in massive deployment. We propose to leverage massive twinning, which 6G is envisaged to support, to reduce the data traffic in EI and therewith enhance its performance.","authors_text":"Bin Han, Dennis Krummacker, Hans D. Schotten, Siyu Yuan","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2022-04-20T08:51:06Z","title":"Massive Twinning to Enhance Emergent Intelligence"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2204.09316","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":"sha256:9d24c88f12b9d504887b79c5ef0423a0ace967149b884b0da2f4afb2ec58e7b9","target":"record","created_at":"2026-07-05T05:13:06Z","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":"c50ad2ba4662f7c56a0a794751ca0884af1f552aafce44a1737834446902e954","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.MA","submitted_at":"2022-04-20T08:51:06Z","title_canon_sha256":"bfef16d07fafb6c645f13a059704d94ad441609401b88d4529554be3776813b5"},"schema_version":"1.0","source":{"id":"2204.09316","kind":"arxiv","version":2}},"canonical_sha256":"773753b333d32636062211f3f0d72c4dc9dba65c28dd0536a2a9e215759cfc38","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"773753b333d32636062211f3f0d72c4dc9dba65c28dd0536a2a9e215759cfc38","first_computed_at":"2026-07-05T05:13:06.424113Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:13:06.424113Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Ji2m6S1Q8UPagDHPS29KO2sg/MtiOOGsUueZ68YWQHsXcCld93Ljm7BSfp+/Xy5Gvmrpl6q3/Jm/Uj2IJKnXBw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:13:06.424571Z","signed_message":"canonical_sha256_bytes"},"source_id":"2204.09316","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9d24c88f12b9d504887b79c5ef0423a0ace967149b884b0da2f4afb2ec58e7b9","sha256:ed002ddbd2461218b16f94b7ca1c3595ee00241b46c518c8c4602585c9364929"],"state_sha256":"b9a72618f9cf5a6a739f8030eb9644b7af8ff2e5656a6ddba958ad4adafdb05a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kj6IAiA2dheRPOo0Sfh23OobhyJ93kQHmShelSCUiq/QVAqVnu2HzVc5wnahudpnO3r6sLtuIg9ueZ0q7ae8Bw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-14T07:53:20.685151Z","bundle_sha256":"79055a430f1b64fc689bef174817b593d5a09a8a58088efeca7759b47df638d5"}}