{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:YDPLK6INQY7I6K5S3MYAUHIGG2","short_pith_number":"pith:YDPLK6IN","canonical_record":{"source":{"id":"1812.09882","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-12-24T10:38:27Z","cross_cats_sorted":[],"title_canon_sha256":"1cb45a96463b51c537cb175d8aeddb3b7401d65cc1905ad17059e682f0831b18","abstract_canon_sha256":"865665185372e28dbffc1a188c06da74ef19adcd91d7ee2155fa2fa418b44c1c"},"schema_version":"1.0"},"canonical_sha256":"c0deb5790d863e8f2bb2db300a1d0636b872964aed9d8923e1551747fa4852a8","source":{"kind":"arxiv","id":"1812.09882","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1812.09882","created_at":"2026-05-17T23:57:26Z"},{"alias_kind":"arxiv_version","alias_value":"1812.09882v1","created_at":"2026-05-17T23:57:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1812.09882","created_at":"2026-05-17T23:57:26Z"},{"alias_kind":"pith_short_12","alias_value":"YDPLK6INQY7I","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_16","alias_value":"YDPLK6INQY7I6K5S","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_8","alias_value":"YDPLK6IN","created_at":"2026-05-18T12:33:04Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:YDPLK6INQY7I6K5S3MYAUHIGG2","target":"record","payload":{"canonical_record":{"source":{"id":"1812.09882","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-12-24T10:38:27Z","cross_cats_sorted":[],"title_canon_sha256":"1cb45a96463b51c537cb175d8aeddb3b7401d65cc1905ad17059e682f0831b18","abstract_canon_sha256":"865665185372e28dbffc1a188c06da74ef19adcd91d7ee2155fa2fa418b44c1c"},"schema_version":"1.0"},"canonical_sha256":"c0deb5790d863e8f2bb2db300a1d0636b872964aed9d8923e1551747fa4852a8","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:57:26.514927Z","signature_b64":"zoJCTgUkumn1oZhR8rOWopJlgx94wpm0HytPX/hGug0wIunK4qF56bOlbfKKoVn0iP6/aEj1QI8jaQ6yz+kRAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c0deb5790d863e8f2bb2db300a1d0636b872964aed9d8923e1551747fa4852a8","last_reissued_at":"2026-05-17T23:57:26.514255Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:57:26.514255Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1812.09882","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":"2026-05-17T23:57:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YYnrUkmuj6RnZflPuXs3oLRE47zi65mmY+2j8X7iKhHFlbMTf2cEF+jy+3FWbHFJwDoqNt1qmwcLykqvVQXHDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-27T23:52:03.213959Z"},"content_sha256":"4f19bee501b63002ee2d37bd1ae495eaf8ff42a22ff2a760be7eae2a816ddd96","schema_version":"1.0","event_id":"sha256:4f19bee501b63002ee2d37bd1ae495eaf8ff42a22ff2a760be7eae2a816ddd96"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:YDPLK6INQY7I6K5S3MYAUHIGG2","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Automatic Device Classification from Network Traffic Streams of Internet of Things","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.NI","authors_text":"Lei Bai, Lina Yao, Salil S. Kanhere, Xianzhi Wang, Zheng Yang","submitted_at":"2018-12-24T10:38:27Z","abstract_excerpt":"With the widespread adoption of Internet of Things (IoT), billions of everyday objects are being connected to the Internet. Effective management of these devices to support reliable, secure and high quality applications becomes challenging due to the scale. As one of the key cornerstones of IoT device management, automatic cross-device classification aims to identify the semantic type of a device by analyzing its network traffic. It has the potential to underpin a broad range of novel features such as enhanced security (by imposing the appropriate rules for constraining the communications of c"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1812.09882","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":""},"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":"2026-05-17T23:57:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"90ucPoUETMrGAHba13D9gmu/6v4R/SCXnIxIMlmTYo2LlQz4Ng0oghJcWUwtioqIKDGl/DN93Y3acBKpswKJDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-05-27T23:52:03.214617Z"},"content_sha256":"eb0e5cd3d715899364778255d64362053d9350a799dc9ea422f5f01ccdad701c","schema_version":"1.0","event_id":"sha256:eb0e5cd3d715899364778255d64362053d9350a799dc9ea422f5f01ccdad701c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/YDPLK6INQY7I6K5S3MYAUHIGG2/bundle.json","state_url":"https://pith.science/pith/YDPLK6INQY7I6K5S3MYAUHIGG2/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/YDPLK6INQY7I6K5S3MYAUHIGG2/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":"2026-05-27T23:52:03Z","links":{"resolver":"https://pith.science/pith/YDPLK6INQY7I6K5S3MYAUHIGG2","bundle":"https://pith.science/pith/YDPLK6INQY7I6K5S3MYAUHIGG2/bundle.json","state":"https://pith.science/pith/YDPLK6INQY7I6K5S3MYAUHIGG2/state.json","well_known_bundle":"https://pith.science/.well-known/pith/YDPLK6INQY7I6K5S3MYAUHIGG2/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:YDPLK6INQY7I6K5S3MYAUHIGG2","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":"865665185372e28dbffc1a188c06da74ef19adcd91d7ee2155fa2fa418b44c1c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-12-24T10:38:27Z","title_canon_sha256":"1cb45a96463b51c537cb175d8aeddb3b7401d65cc1905ad17059e682f0831b18"},"schema_version":"1.0","source":{"id":"1812.09882","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1812.09882","created_at":"2026-05-17T23:57:26Z"},{"alias_kind":"arxiv_version","alias_value":"1812.09882v1","created_at":"2026-05-17T23:57:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1812.09882","created_at":"2026-05-17T23:57:26Z"},{"alias_kind":"pith_short_12","alias_value":"YDPLK6INQY7I","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_16","alias_value":"YDPLK6INQY7I6K5S","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_8","alias_value":"YDPLK6IN","created_at":"2026-05-18T12:33:04Z"}],"graph_snapshots":[{"event_id":"sha256:eb0e5cd3d715899364778255d64362053d9350a799dc9ea422f5f01ccdad701c","target":"graph","created_at":"2026-05-17T23:57:26Z","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"},"paper":{"abstract_excerpt":"With the widespread adoption of Internet of Things (IoT), billions of everyday objects are being connected to the Internet. Effective management of these devices to support reliable, secure and high quality applications becomes challenging due to the scale. As one of the key cornerstones of IoT device management, automatic cross-device classification aims to identify the semantic type of a device by analyzing its network traffic. It has the potential to underpin a broad range of novel features such as enhanced security (by imposing the appropriate rules for constraining the communications of c","authors_text":"Lei Bai, Lina Yao, Salil S. Kanhere, Xianzhi Wang, Zheng Yang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-12-24T10:38:27Z","title":"Automatic Device Classification from Network Traffic Streams of Internet of Things"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1812.09882","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":"sha256:4f19bee501b63002ee2d37bd1ae495eaf8ff42a22ff2a760be7eae2a816ddd96","target":"record","created_at":"2026-05-17T23:57:26Z","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":"865665185372e28dbffc1a188c06da74ef19adcd91d7ee2155fa2fa418b44c1c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.NI","submitted_at":"2018-12-24T10:38:27Z","title_canon_sha256":"1cb45a96463b51c537cb175d8aeddb3b7401d65cc1905ad17059e682f0831b18"},"schema_version":"1.0","source":{"id":"1812.09882","kind":"arxiv","version":1}},"canonical_sha256":"c0deb5790d863e8f2bb2db300a1d0636b872964aed9d8923e1551747fa4852a8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c0deb5790d863e8f2bb2db300a1d0636b872964aed9d8923e1551747fa4852a8","first_computed_at":"2026-05-17T23:57:26.514255Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:57:26.514255Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zoJCTgUkumn1oZhR8rOWopJlgx94wpm0HytPX/hGug0wIunK4qF56bOlbfKKoVn0iP6/aEj1QI8jaQ6yz+kRAg==","signature_status":"signed_v1","signed_at":"2026-05-17T23:57:26.514927Z","signed_message":"canonical_sha256_bytes"},"source_id":"1812.09882","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4f19bee501b63002ee2d37bd1ae495eaf8ff42a22ff2a760be7eae2a816ddd96","sha256:eb0e5cd3d715899364778255d64362053d9350a799dc9ea422f5f01ccdad701c"],"state_sha256":"1c36eeef35f69a9766556cd355e9968e2193984c40effe29e49382ce505b4b90"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"GHuIRPBxNpFp6dGMOg0f7kKnAgqv0CnHl3N/3PMxEQ/C5iURWzwKJm3xsSAUs1xf3TyKJp1bshLWZ79PCYWKDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-05-27T23:52:03.217954Z","bundle_sha256":"5945a1045a5af4831271e939085240f13b5dcbcec4596804d525a67af077c1c7"}}