{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:7NMX4DYFXVBDBDYYBOKPQK2IOC","short_pith_number":"pith:7NMX4DYF","canonical_record":{"source":{"id":"2210.02616","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2022-10-06T00:32:59Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"06b57a24e9054feee9fdf609883ed327cb8f1efdaaa48295777939ae339fbfbe","abstract_canon_sha256":"978a19c1882a697069d3b27c177ce298f3f8e6950bcc386d2226a077727a178f"},"schema_version":"1.0"},"canonical_sha256":"fb597e0f05bd42308f180b94f82b487080af3f293ff43cbfdaaf6891f1fbfd41","source":{"kind":"arxiv","id":"2210.02616","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2210.02616","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"arxiv_version","alias_value":"2210.02616v2","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.02616","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"pith_short_12","alias_value":"7NMX4DYFXVBD","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"pith_short_16","alias_value":"7NMX4DYFXVBDBDYY","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"pith_short_8","alias_value":"7NMX4DYF","created_at":"2026-07-05T05:23:12Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:7NMX4DYFXVBDBDYYBOKPQK2IOC","target":"record","payload":{"canonical_record":{"source":{"id":"2210.02616","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2022-10-06T00:32:59Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"06b57a24e9054feee9fdf609883ed327cb8f1efdaaa48295777939ae339fbfbe","abstract_canon_sha256":"978a19c1882a697069d3b27c177ce298f3f8e6950bcc386d2226a077727a178f"},"schema_version":"1.0"},"canonical_sha256":"fb597e0f05bd42308f180b94f82b487080af3f293ff43cbfdaaf6891f1fbfd41","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:23:12.169487Z","signature_b64":"/plE7DHT5lDGvdcEE2XVvhNiVFb0On/rRSigrFYFRbnfhF/ygEz474Pao+sS25ozfzF9zl7+kpjak5G9MJKbCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fb597e0f05bd42308f180b94f82b487080af3f293ff43cbfdaaf6891f1fbfd41","last_reissued_at":"2026-07-05T05:23:12.169088Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:23:12.169088Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2210.02616","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":"2026-07-05T05:23:12Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"dW2FWHX04/4c0KHdK96pj7HOxHGBSadnTAcSJIXG9me7AG3SCxYSeS8HqFE/PPtwg44tPXMKD+zexWNknmfdDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T00:15:24.185658Z"},"content_sha256":"2e859b8168b0f13e651d66ab0f49da011ee1af7334aa06c3ecd572474a17857b","schema_version":"1.0","event_id":"sha256:2e859b8168b0f13e651d66ab0f49da011ee1af7334aa06c3ecd572474a17857b"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:7NMX4DYFXVBDBDYYBOKPQK2IOC","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Digital Twin-Empowered Network Planning for Multi-Tier Computing","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.NI","authors_text":"Conghao Zhou, Jie Gao, Mushu Li, Weihua Zhuang, Xuemin (Sherman) Shen","submitted_at":"2022-10-06T00:32:59Z","abstract_excerpt":"In this paper, we design a resource management scheme to support stateful applications, which will be prevalent in 6G networks. Different from stateless applications, stateful applications require context data while executing computing tasks from user terminals (UTs). Using a multi-tier computing paradigm with servers deployed at the core network, gateways, and base stations to support stateful applications, we aim to optimize long-term resource reservation by jointly minimizing the usage of computing, storage, and communication resources and the cost from reconfiguring resource reservation. T"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.02616","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/2210.02616/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":"2026-07-05T05:23:12Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"x5POJflL9faU3/wJFaFlTIOs4iYfpWBeNYlAFdpbRU57wgs34MmFsys2hi3tzGUNiOxcP+wZQaIkT4naod//DQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T00:15:24.186040Z"},"content_sha256":"9028e52bd26a114fba805ccfcd892baf0e32235f6812915b4e4356feb2c113a1","schema_version":"1.0","event_id":"sha256:9028e52bd26a114fba805ccfcd892baf0e32235f6812915b4e4356feb2c113a1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7NMX4DYFXVBDBDYYBOKPQK2IOC/bundle.json","state_url":"https://pith.science/pith/7NMX4DYFXVBDBDYYBOKPQK2IOC/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7NMX4DYFXVBDBDYYBOKPQK2IOC/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":"2026-07-09T00:15:24Z","links":{"resolver":"https://pith.science/pith/7NMX4DYFXVBDBDYYBOKPQK2IOC","bundle":"https://pith.science/pith/7NMX4DYFXVBDBDYYBOKPQK2IOC/bundle.json","state":"https://pith.science/pith/7NMX4DYFXVBDBDYYBOKPQK2IOC/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7NMX4DYFXVBDBDYYBOKPQK2IOC/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:7NMX4DYFXVBDBDYYBOKPQK2IOC","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":"978a19c1882a697069d3b27c177ce298f3f8e6950bcc386d2226a077727a178f","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2022-10-06T00:32:59Z","title_canon_sha256":"06b57a24e9054feee9fdf609883ed327cb8f1efdaaa48295777939ae339fbfbe"},"schema_version":"1.0","source":{"id":"2210.02616","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2210.02616","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"arxiv_version","alias_value":"2210.02616v2","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2210.02616","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"pith_short_12","alias_value":"7NMX4DYFXVBD","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"pith_short_16","alias_value":"7NMX4DYFXVBDBDYY","created_at":"2026-07-05T05:23:12Z"},{"alias_kind":"pith_short_8","alias_value":"7NMX4DYF","created_at":"2026-07-05T05:23:12Z"}],"graph_snapshots":[{"event_id":"sha256:9028e52bd26a114fba805ccfcd892baf0e32235f6812915b4e4356feb2c113a1","target":"graph","created_at":"2026-07-05T05:23:12Z","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/2210.02616/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this paper, we design a resource management scheme to support stateful applications, which will be prevalent in 6G networks. Different from stateless applications, stateful applications require context data while executing computing tasks from user terminals (UTs). Using a multi-tier computing paradigm with servers deployed at the core network, gateways, and base stations to support stateful applications, we aim to optimize long-term resource reservation by jointly minimizing the usage of computing, storage, and communication resources and the cost from reconfiguring resource reservation. T","authors_text":"Conghao Zhou, Jie Gao, Mushu Li, Weihua Zhuang, Xuemin (Sherman) Shen","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2022-10-06T00:32:59Z","title":"Digital Twin-Empowered Network Planning for Multi-Tier Computing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2210.02616","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":"sha256:2e859b8168b0f13e651d66ab0f49da011ee1af7334aa06c3ecd572474a17857b","target":"record","created_at":"2026-07-05T05:23:12Z","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":"978a19c1882a697069d3b27c177ce298f3f8e6950bcc386d2226a077727a178f","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2022-10-06T00:32:59Z","title_canon_sha256":"06b57a24e9054feee9fdf609883ed327cb8f1efdaaa48295777939ae339fbfbe"},"schema_version":"1.0","source":{"id":"2210.02616","kind":"arxiv","version":2}},"canonical_sha256":"fb597e0f05bd42308f180b94f82b487080af3f293ff43cbfdaaf6891f1fbfd41","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fb597e0f05bd42308f180b94f82b487080af3f293ff43cbfdaaf6891f1fbfd41","first_computed_at":"2026-07-05T05:23:12.169088Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:23:12.169088Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"/plE7DHT5lDGvdcEE2XVvhNiVFb0On/rRSigrFYFRbnfhF/ygEz474Pao+sS25ozfzF9zl7+kpjak5G9MJKbCw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:23:12.169487Z","signed_message":"canonical_sha256_bytes"},"source_id":"2210.02616","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2e859b8168b0f13e651d66ab0f49da011ee1af7334aa06c3ecd572474a17857b","sha256:9028e52bd26a114fba805ccfcd892baf0e32235f6812915b4e4356feb2c113a1"],"state_sha256":"0321e9150de3b40de08c117529f7d996012ae5b34603dc18947d5281cb7c0dfa"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"lFNJsZzy7MXlBVpjIW4HVh1PKXcae9ibNNgUKfZjZ/uoYLCieu0XV0wM84aoquBc59ybxUgLcub13/LhGxc7Ag==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T00:15:24.188116Z","bundle_sha256":"9ce52b80b5629e2a604ace01389043dbf7ec835264cd4743c30ca3050012d6f6"}}