{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:QXC7GU3XN3GA4MO2MAWXMESTV6","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":"5258fa8539106fd6f0b5b3197930f5c24756ddc3a5257592e3adda2130b1dd6a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2018-01-08T14:31:27Z","title_canon_sha256":"da29c7aab054a8bd402d7da48595bf4cffa2b23cc93ff74a9b2f799096f1a3ef"},"schema_version":"1.0","source":{"id":"1801.02440","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1801.02440","created_at":"2026-05-18T00:25:50Z"},{"alias_kind":"arxiv_version","alias_value":"1801.02440v2","created_at":"2026-05-18T00:25:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1801.02440","created_at":"2026-05-18T00:25:50Z"},{"alias_kind":"pith_short_12","alias_value":"QXC7GU3XN3GA","created_at":"2026-05-18T12:32:50Z"},{"alias_kind":"pith_short_16","alias_value":"QXC7GU3XN3GA4MO2","created_at":"2026-05-18T12:32:50Z"},{"alias_kind":"pith_short_8","alias_value":"QXC7GU3X","created_at":"2026-05-18T12:32:50Z"}],"graph_snapshots":[{"event_id":"sha256:040a6f35554cef5be5d2d4ff24fb0c277800409c29c0008c5fb00c2bcb25829a","target":"graph","created_at":"2026-05-18T00:25:50Z","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":"This paper investigates the following problem: how to find a GSMem malicious activity effectively. To this end, this paper puts forward a new method based on Artificial Intelligence (AI). At first, we use a large quantity of data in terms of frequencies and amplitudes of some electromagnetic waves to train our models. And then, we input a given frequency and amplitude into the obtained models, predicting that whether a GSMem malicious activity occurs or not. The simulated experiments show that the new method is potential to detect a GSMem one, with low False Positive Rates (FPR) and low False ","authors_text":"ShaoHuan Ban, Weijun Zhu, YongWen Fan","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2018-01-08T14:31:27Z","title":"How to find a GSMem malicious activity via an AI approach"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1801.02440","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":"sha256:2250f0072853c3ae2a62b93b07700342639a1d5a4f40a83cfdab9ae675af592c","target":"record","created_at":"2026-05-18T00:25:50Z","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":"5258fa8539106fd6f0b5b3197930f5c24756ddc3a5257592e3adda2130b1dd6a","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CR","submitted_at":"2018-01-08T14:31:27Z","title_canon_sha256":"da29c7aab054a8bd402d7da48595bf4cffa2b23cc93ff74a9b2f799096f1a3ef"},"schema_version":"1.0","source":{"id":"1801.02440","kind":"arxiv","version":2}},"canonical_sha256":"85c5f353776ecc0e31da602d761253afb139074179178f910464d133f25a4404","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"85c5f353776ecc0e31da602d761253afb139074179178f910464d133f25a4404","first_computed_at":"2026-05-18T00:25:50.698176Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:25:50.698176Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"0ZfnAP3LawCgf26ic57bN4tDKEBrgMLln3bua7Zat6Qx4hyZ/NEnvHs7P46oGuroUfCVaHSoMJ8b6cKUpEbFAw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:25:50.698651Z","signed_message":"canonical_sha256_bytes"},"source_id":"1801.02440","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2250f0072853c3ae2a62b93b07700342639a1d5a4f40a83cfdab9ae675af592c","sha256:040a6f35554cef5be5d2d4ff24fb0c277800409c29c0008c5fb00c2bcb25829a"],"state_sha256":"89dc762af7b46381e230d4a7435f7a3c9fa46c6be12963a7c4614afad2586595"}