{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:OVN3IIACB7K7SQABRIDRMBU5HA","short_pith_number":"pith:OVN3IIAC","canonical_record":{"source":{"id":"2407.08831","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-07-11T19:34:16Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"09a216673fceb6cfc018faaeff6e157f86fca1eac10f7cb3f82c423a9f621b7f","abstract_canon_sha256":"bed73db04b7f4ec170c2923997116d3a3ab5499f0858eaec540ea8fbb1881068"},"schema_version":"1.0"},"canonical_sha256":"755bb420020fd5f940018a0716069d380d5fb70463310146293c8538ec3631f2","source":{"kind":"arxiv","id":"2407.08831","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.08831","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"arxiv_version","alias_value":"2407.08831v1","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.08831","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"pith_short_12","alias_value":"OVN3IIACB7K7","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"pith_short_16","alias_value":"OVN3IIACB7K7SQAB","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"pith_short_8","alias_value":"OVN3IIAC","created_at":"2026-07-05T08:42:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:OVN3IIACB7K7SQABRIDRMBU5HA","target":"record","payload":{"canonical_record":{"source":{"id":"2407.08831","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-07-11T19:34:16Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"09a216673fceb6cfc018faaeff6e157f86fca1eac10f7cb3f82c423a9f621b7f","abstract_canon_sha256":"bed73db04b7f4ec170c2923997116d3a3ab5499f0858eaec540ea8fbb1881068"},"schema_version":"1.0"},"canonical_sha256":"755bb420020fd5f940018a0716069d380d5fb70463310146293c8538ec3631f2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:42:56.630567Z","signature_b64":"Y/clW9Yt2iGAnJHzS/rVRcebJmmx7NZ//ot3VNq4jn93lBeI3h0Yvx4Wu5JLRV4mwMFTi/SlNNHQslxGbCC4Bw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"755bb420020fd5f940018a0716069d380d5fb70463310146293c8538ec3631f2","last_reissued_at":"2026-07-05T08:42:56.630129Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:42:56.630129Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.08831","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":"2026-07-05T08:42:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CaZMs51fcEOx0doLTQ3xW3EUn8zCHrSaadPPP2gy4FexuoN0RH9o+x+hXnTpIgsYaIy+xarqgyP/u6qXoeVwDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T02:38:08.878682Z"},"content_sha256":"0ace5cb9e1e9b40b6edae6609d4905ad051496e0f2d56fd9636db0d44694099e","schema_version":"1.0","event_id":"sha256:0ace5cb9e1e9b40b6edae6609d4905ad051496e0f2d56fd9636db0d44694099e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:OVN3IIACB7K7SQABRIDRMBU5HA","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Neural Networks Meet Elliptic Curve Cryptography: A Novel Approach to Secure Communication","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CR","authors_text":"Ferhat Ozgur Catak, Mina Cecilie W{\\o}ien, Murat Kuzlu, Umit Cali","submitted_at":"2024-07-11T19:34:16Z","abstract_excerpt":"In recent years, neural networks have been used to implement symmetric cryptographic functions for secure communications. Extending this domain, the proposed approach explores the application of asymmetric cryptography within a neural network framework to safeguard the exchange between two communicating entities, i.e., Alice and Bob, from an adversarial eavesdropper, i.e., Eve. It employs a set of five distinct cryptographic keys to examine the efficacy and robustness of communication security against eavesdropping attempts using the principles of elliptic curve cryptography. The experimental "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.08831","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/2407.08831/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":"2026-07-05T08:42:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3z86oRqNs0cj3egRnNholdV6fx6CsnnK7qr2IsfNg6Shcki3oa7+0gzGMIshb6tMegnCZbaNF21T0WMF/hGICA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T02:38:08.879069Z"},"content_sha256":"18b5364b94412096d403f7c9e261858363734ee227a89012a530c926318824b4","schema_version":"1.0","event_id":"sha256:18b5364b94412096d403f7c9e261858363734ee227a89012a530c926318824b4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OVN3IIACB7K7SQABRIDRMBU5HA/bundle.json","state_url":"https://pith.science/pith/OVN3IIACB7K7SQABRIDRMBU5HA/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OVN3IIACB7K7SQABRIDRMBU5HA/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":"2026-07-09T02:38:08Z","links":{"resolver":"https://pith.science/pith/OVN3IIACB7K7SQABRIDRMBU5HA","bundle":"https://pith.science/pith/OVN3IIACB7K7SQABRIDRMBU5HA/bundle.json","state":"https://pith.science/pith/OVN3IIACB7K7SQABRIDRMBU5HA/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OVN3IIACB7K7SQABRIDRMBU5HA/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:OVN3IIACB7K7SQABRIDRMBU5HA","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":"bed73db04b7f4ec170c2923997116d3a3ab5499f0858eaec540ea8fbb1881068","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-07-11T19:34:16Z","title_canon_sha256":"09a216673fceb6cfc018faaeff6e157f86fca1eac10f7cb3f82c423a9f621b7f"},"schema_version":"1.0","source":{"id":"2407.08831","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.08831","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"arxiv_version","alias_value":"2407.08831v1","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.08831","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"pith_short_12","alias_value":"OVN3IIACB7K7","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"pith_short_16","alias_value":"OVN3IIACB7K7SQAB","created_at":"2026-07-05T08:42:56Z"},{"alias_kind":"pith_short_8","alias_value":"OVN3IIAC","created_at":"2026-07-05T08:42:56Z"}],"graph_snapshots":[{"event_id":"sha256:18b5364b94412096d403f7c9e261858363734ee227a89012a530c926318824b4","target":"graph","created_at":"2026-07-05T08:42:56Z","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/2407.08831/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In recent years, neural networks have been used to implement symmetric cryptographic functions for secure communications. Extending this domain, the proposed approach explores the application of asymmetric cryptography within a neural network framework to safeguard the exchange between two communicating entities, i.e., Alice and Bob, from an adversarial eavesdropper, i.e., Eve. It employs a set of five distinct cryptographic keys to examine the efficacy and robustness of communication security against eavesdropping attempts using the principles of elliptic curve cryptography. The experimental ","authors_text":"Ferhat Ozgur Catak, Mina Cecilie W{\\o}ien, Murat Kuzlu, Umit Cali","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-07-11T19:34:16Z","title":"Neural Networks Meet Elliptic Curve Cryptography: A Novel Approach to Secure Communication"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.08831","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":"sha256:0ace5cb9e1e9b40b6edae6609d4905ad051496e0f2d56fd9636db0d44694099e","target":"record","created_at":"2026-07-05T08:42:56Z","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":"bed73db04b7f4ec170c2923997116d3a3ab5499f0858eaec540ea8fbb1881068","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-07-11T19:34:16Z","title_canon_sha256":"09a216673fceb6cfc018faaeff6e157f86fca1eac10f7cb3f82c423a9f621b7f"},"schema_version":"1.0","source":{"id":"2407.08831","kind":"arxiv","version":1}},"canonical_sha256":"755bb420020fd5f940018a0716069d380d5fb70463310146293c8538ec3631f2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"755bb420020fd5f940018a0716069d380d5fb70463310146293c8538ec3631f2","first_computed_at":"2026-07-05T08:42:56.630129Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:42:56.630129Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Y/clW9Yt2iGAnJHzS/rVRcebJmmx7NZ//ot3VNq4jn93lBeI3h0Yvx4Wu5JLRV4mwMFTi/SlNNHQslxGbCC4Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:42:56.630567Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.08831","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0ace5cb9e1e9b40b6edae6609d4905ad051496e0f2d56fd9636db0d44694099e","sha256:18b5364b94412096d403f7c9e261858363734ee227a89012a530c926318824b4"],"state_sha256":"3eaa39c84c910905ea0f4368e48b21e8a670f094e9e0bfd69c421128d6a93e92"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"t5Wm2UmHtgeD/G65UqVrYPl7nznJd5HZvHeSRF9QRsAgdAk6ce0A0RzBmWki0uSHcCie1+T9Fr89ruaGnQqlCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T02:38:08.881188Z","bundle_sha256":"27474080f8468a3777dc9aef289915c0287b3220c62e9bddc276b5ec53888580"}}