{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:E6ZFNL54PJ3ROLQCV4XXWJVRCB","short_pith_number":"pith:E6ZFNL54","canonical_record":{"source":{"id":"2411.14729","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T04:52:13Z","cross_cats_sorted":[],"title_canon_sha256":"5651e21c54f8de973d34dea1bfce1d3e6adc8b889ceb24585cad90611828ae73","abstract_canon_sha256":"c7dc2896a59291c589e34a2118fdfce8e594e7df3374408f102cf11f1000050d"},"schema_version":"1.0"},"canonical_sha256":"27b256afbc7a77172e02af2f7b26b11043eca5bc845c52ae5cca5621dfd7c920","source":{"kind":"arxiv","id":"2411.14729","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.14729","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"arxiv_version","alias_value":"2411.14729v1","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.14729","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"pith_short_12","alias_value":"E6ZFNL54PJ3R","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"pith_short_16","alias_value":"E6ZFNL54PJ3ROLQC","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"pith_short_8","alias_value":"E6ZFNL54","created_at":"2026-07-05T09:38:56Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:E6ZFNL54PJ3ROLQCV4XXWJVRCB","target":"record","payload":{"canonical_record":{"source":{"id":"2411.14729","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T04:52:13Z","cross_cats_sorted":[],"title_canon_sha256":"5651e21c54f8de973d34dea1bfce1d3e6adc8b889ceb24585cad90611828ae73","abstract_canon_sha256":"c7dc2896a59291c589e34a2118fdfce8e594e7df3374408f102cf11f1000050d"},"schema_version":"1.0"},"canonical_sha256":"27b256afbc7a77172e02af2f7b26b11043eca5bc845c52ae5cca5621dfd7c920","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:38:56.401567Z","signature_b64":"geduwHGc3Op82l8NhK1JO1Zfwo2W0wrB53G0y0Mw/fSP9e/4uXC+qo4geIc/Z5GM5G/dXpawi8lMrsZFF4zfAg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"27b256afbc7a77172e02af2f7b26b11043eca5bc845c52ae5cca5621dfd7c920","last_reissued_at":"2026-07-05T09:38:56.400349Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:38:56.400349Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.14729","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":"2026-07-05T09:38:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kml+dKDguk4igwHmlIu4bFAJt9JjUoUyVuxdKJy2pFdeUKPkS2BhB6zKt10n/wjPdskn7PriHDvw3GbPec3hCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T02:51:30.203666Z"},"content_sha256":"4117cc58212cbb5f102ee8c4afc90dd1a81e3e1428c0d9976db814f719f1f673","schema_version":"1.0","event_id":"sha256:4117cc58212cbb5f102ee8c4afc90dd1a81e3e1428c0d9976db814f719f1f673"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:E6ZFNL54PJ3ROLQCV4XXWJVRCB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"A Lightweight Edge-CNN-Transformer Model for Detecting Coordinated Cyber and Digital Twin Attacks in Cooperative Smart Farming","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CR","authors_text":"Deepti Gupta, Lopamudra Praharaj, Maanak Gupta","submitted_at":"2024-11-22T04:52:13Z","abstract_excerpt":"The agriculture sector is increasingly adopting innovative technologies to meet the growing food demands of the global population. To optimize resource utilization and minimize crop losses, farmers are joining cooperatives to share their data and resources among member farms. However, while farmers benefit from this data sharing and interconnection, it exposes them to cybersecurity threats and privacy concerns. A cyberattack on one farm can have widespread consequences, affecting the targeted farm as well as all member farms within a cooperative. In this research, we address existing gaps by p"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.14729","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/2411.14729/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":"2026-07-05T09:38:56Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V/dUCGDlU9oncVXHwXrLC0zXBm8BiowNn1LxtAYGuNayQ6Ki8oain0h5kwPQB1u79+zTqD6Vow9/BPawPtB2AA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T02:51:30.204167Z"},"content_sha256":"ef382b745be4a16b85c4769a65cece58de68b3cf792e07d2bfec3cbf10921797","schema_version":"1.0","event_id":"sha256:ef382b745be4a16b85c4769a65cece58de68b3cf792e07d2bfec3cbf10921797"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/E6ZFNL54PJ3ROLQCV4XXWJVRCB/bundle.json","state_url":"https://pith.science/pith/E6ZFNL54PJ3ROLQCV4XXWJVRCB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/E6ZFNL54PJ3ROLQCV4XXWJVRCB/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":"2026-08-13T02:51:30Z","links":{"resolver":"https://pith.science/pith/E6ZFNL54PJ3ROLQCV4XXWJVRCB","bundle":"https://pith.science/pith/E6ZFNL54PJ3ROLQCV4XXWJVRCB/bundle.json","state":"https://pith.science/pith/E6ZFNL54PJ3ROLQCV4XXWJVRCB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/E6ZFNL54PJ3ROLQCV4XXWJVRCB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:E6ZFNL54PJ3ROLQCV4XXWJVRCB","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":"c7dc2896a59291c589e34a2118fdfce8e594e7df3374408f102cf11f1000050d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T04:52:13Z","title_canon_sha256":"5651e21c54f8de973d34dea1bfce1d3e6adc8b889ceb24585cad90611828ae73"},"schema_version":"1.0","source":{"id":"2411.14729","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.14729","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"arxiv_version","alias_value":"2411.14729v1","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.14729","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"pith_short_12","alias_value":"E6ZFNL54PJ3R","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"pith_short_16","alias_value":"E6ZFNL54PJ3ROLQC","created_at":"2026-07-05T09:38:56Z"},{"alias_kind":"pith_short_8","alias_value":"E6ZFNL54","created_at":"2026-07-05T09:38:56Z"}],"graph_snapshots":[{"event_id":"sha256:ef382b745be4a16b85c4769a65cece58de68b3cf792e07d2bfec3cbf10921797","target":"graph","created_at":"2026-07-05T09:38:56Z","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/2411.14729/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The agriculture sector is increasingly adopting innovative technologies to meet the growing food demands of the global population. To optimize resource utilization and minimize crop losses, farmers are joining cooperatives to share their data and resources among member farms. However, while farmers benefit from this data sharing and interconnection, it exposes them to cybersecurity threats and privacy concerns. A cyberattack on one farm can have widespread consequences, affecting the targeted farm as well as all member farms within a cooperative. In this research, we address existing gaps by p","authors_text":"Deepti Gupta, Lopamudra Praharaj, Maanak Gupta","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T04:52:13Z","title":"A Lightweight Edge-CNN-Transformer Model for Detecting Coordinated Cyber and Digital Twin Attacks in Cooperative Smart Farming"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.14729","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":"sha256:4117cc58212cbb5f102ee8c4afc90dd1a81e3e1428c0d9976db814f719f1f673","target":"record","created_at":"2026-07-05T09:38:56Z","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":"c7dc2896a59291c589e34a2118fdfce8e594e7df3374408f102cf11f1000050d","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-22T04:52:13Z","title_canon_sha256":"5651e21c54f8de973d34dea1bfce1d3e6adc8b889ceb24585cad90611828ae73"},"schema_version":"1.0","source":{"id":"2411.14729","kind":"arxiv","version":1}},"canonical_sha256":"27b256afbc7a77172e02af2f7b26b11043eca5bc845c52ae5cca5621dfd7c920","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"27b256afbc7a77172e02af2f7b26b11043eca5bc845c52ae5cca5621dfd7c920","first_computed_at":"2026-07-05T09:38:56.400349Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:38:56.400349Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"geduwHGc3Op82l8NhK1JO1Zfwo2W0wrB53G0y0Mw/fSP9e/4uXC+qo4geIc/Z5GM5G/dXpawi8lMrsZFF4zfAg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:38:56.401567Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.14729","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4117cc58212cbb5f102ee8c4afc90dd1a81e3e1428c0d9976db814f719f1f673","sha256:ef382b745be4a16b85c4769a65cece58de68b3cf792e07d2bfec3cbf10921797"],"state_sha256":"104849ae16461c9d11fc02d9880e8c69772bc3241c7edfa413595ab5b3889601"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"kdAkbwLpwwktxCRMKyWpC74DH6EL1WbtqRgPUpV7bP3VA2X3NKkpARRMzbrQUhzBZoIpb2HGPcCHby65xbYQDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T02:51:30.209301Z","bundle_sha256":"49ad6579c1048f2371d5707226c4fbdbe8cbf8745cfac46223a9b97222ef5714"}}