{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:AGW7JCS4ROCMPZW7LLFZHAS5YP","short_pith_number":"pith:AGW7JCS4","canonical_record":{"source":{"id":"2505.03721","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-06T17:49:06Z","cross_cats_sorted":["cs.MA"],"title_canon_sha256":"4f331bc4ad44b5ce0e9028a0247e36327861f46d29e5815a9256f7e15d982c3b","abstract_canon_sha256":"7bf3acba18d115aea9070fdf3685d9fb0d6bad39c332dda60851e698b9f8c042"},"schema_version":"1.0"},"canonical_sha256":"01adf48a5c8b84c7e6df5acb93825dc3ff2c2a836db06d05ec8bdf49cfd3e3c7","source":{"kind":"arxiv","id":"2505.03721","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.03721","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"arxiv_version","alias_value":"2505.03721v1","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.03721","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"pith_short_12","alias_value":"AGW7JCS4ROCM","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"pith_short_16","alias_value":"AGW7JCS4ROCMPZW7","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"pith_short_8","alias_value":"AGW7JCS4","created_at":"2026-07-05T10:59:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:AGW7JCS4ROCMPZW7LLFZHAS5YP","target":"record","payload":{"canonical_record":{"source":{"id":"2505.03721","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-06T17:49:06Z","cross_cats_sorted":["cs.MA"],"title_canon_sha256":"4f331bc4ad44b5ce0e9028a0247e36327861f46d29e5815a9256f7e15d982c3b","abstract_canon_sha256":"7bf3acba18d115aea9070fdf3685d9fb0d6bad39c332dda60851e698b9f8c042"},"schema_version":"1.0"},"canonical_sha256":"01adf48a5c8b84c7e6df5acb93825dc3ff2c2a836db06d05ec8bdf49cfd3e3c7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T10:59:21.050397Z","signature_b64":"S0GAf5/pO9brLpEpR/uJoBk1/oOKco84zYudHReAYT3aTdc2qV6eOQ8yf2okTVWjG5RGrD0hVoCx/fkcElHwBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"01adf48a5c8b84c7e6df5acb93825dc3ff2c2a836db06d05ec8bdf49cfd3e3c7","last_reissued_at":"2026-07-05T10:59:21.049901Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T10:59:21.049901Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2505.03721","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":"2026-07-05T10:59:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"5DFFHJ1TsNNIeI80UZg9YMNWhhU93HhNcDheBREmpB3omEXmDvYDrN8qsVAHmNIBEHCkXv7j/wCQNDgoSd/NAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T21:48:34.365535Z"},"content_sha256":"97f342a9f7b68b227391d3be9925d03550c80a6b7fa0ae45c1b2fdb721f18f0e","schema_version":"1.0","event_id":"sha256:97f342a9f7b68b227391d3be9925d03550c80a6b7fa0ae45c1b2fdb721f18f0e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:AGW7JCS4ROCMPZW7LLFZHAS5YP","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Sustainable Smart Farm Networks: Enhancing Resilience and Efficiency with Decision Theory-Guided Deep Reinforcement Learning","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.MA"],"primary_cat":"cs.LG","authors_text":"Dian Chen, Dong Sam Ha, Jin-Hee Cho, Zelin Wan","submitted_at":"2025-05-06T17:49:06Z","abstract_excerpt":"Solar sensor-based monitoring systems have become a crucial agricultural innovation, advancing farm management and animal welfare through integrating sensor technology, Internet-of-Things, and edge and cloud computing. However, the resilience of these systems to cyber-attacks and their adaptability to dynamic and constrained energy supplies remain largely unexplored. To address these challenges, we propose a sustainable smart farm network designed to maintain high-quality animal monitoring under various cyber and adversarial threats, as well as fluctuating energy conditions. Our approach utili"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.03721","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/2505.03721/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":"2026-07-05T10:59:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"zYOhhKv1dE6jvUpxZLwg191X5/OMSTCZIufCJ5DJnnqSdo8OuqibYuH8zrtugwZtJz42LPAmnX8QOtr0H601Bg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T21:48:34.365917Z"},"content_sha256":"c1effff6507e922b40950d773c8fa4bcb8a87246832e56f7601b751edeb37676","schema_version":"1.0","event_id":"sha256:c1effff6507e922b40950d773c8fa4bcb8a87246832e56f7601b751edeb37676"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/AGW7JCS4ROCMPZW7LLFZHAS5YP/bundle.json","state_url":"https://pith.science/pith/AGW7JCS4ROCMPZW7LLFZHAS5YP/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/AGW7JCS4ROCMPZW7LLFZHAS5YP/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":"2026-08-22T21:48:34Z","links":{"resolver":"https://pith.science/pith/AGW7JCS4ROCMPZW7LLFZHAS5YP","bundle":"https://pith.science/pith/AGW7JCS4ROCMPZW7LLFZHAS5YP/bundle.json","state":"https://pith.science/pith/AGW7JCS4ROCMPZW7LLFZHAS5YP/state.json","well_known_bundle":"https://pith.science/.well-known/pith/AGW7JCS4ROCMPZW7LLFZHAS5YP/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:AGW7JCS4ROCMPZW7LLFZHAS5YP","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":"7bf3acba18d115aea9070fdf3685d9fb0d6bad39c332dda60851e698b9f8c042","cross_cats_sorted":["cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-06T17:49:06Z","title_canon_sha256":"4f331bc4ad44b5ce0e9028a0247e36327861f46d29e5815a9256f7e15d982c3b"},"schema_version":"1.0","source":{"id":"2505.03721","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.03721","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"arxiv_version","alias_value":"2505.03721v1","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.03721","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"pith_short_12","alias_value":"AGW7JCS4ROCM","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"pith_short_16","alias_value":"AGW7JCS4ROCMPZW7","created_at":"2026-07-05T10:59:21Z"},{"alias_kind":"pith_short_8","alias_value":"AGW7JCS4","created_at":"2026-07-05T10:59:21Z"}],"graph_snapshots":[{"event_id":"sha256:c1effff6507e922b40950d773c8fa4bcb8a87246832e56f7601b751edeb37676","target":"graph","created_at":"2026-07-05T10:59:21Z","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/2505.03721/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Solar sensor-based monitoring systems have become a crucial agricultural innovation, advancing farm management and animal welfare through integrating sensor technology, Internet-of-Things, and edge and cloud computing. However, the resilience of these systems to cyber-attacks and their adaptability to dynamic and constrained energy supplies remain largely unexplored. To address these challenges, we propose a sustainable smart farm network designed to maintain high-quality animal monitoring under various cyber and adversarial threats, as well as fluctuating energy conditions. Our approach utili","authors_text":"Dian Chen, Dong Sam Ha, Jin-Hee Cho, Zelin Wan","cross_cats":["cs.MA"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-06T17:49:06Z","title":"Sustainable Smart Farm Networks: Enhancing Resilience and Efficiency with Decision Theory-Guided Deep Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.03721","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":"sha256:97f342a9f7b68b227391d3be9925d03550c80a6b7fa0ae45c1b2fdb721f18f0e","target":"record","created_at":"2026-07-05T10:59:21Z","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":"7bf3acba18d115aea9070fdf3685d9fb0d6bad39c332dda60851e698b9f8c042","cross_cats_sorted":["cs.MA"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-06T17:49:06Z","title_canon_sha256":"4f331bc4ad44b5ce0e9028a0247e36327861f46d29e5815a9256f7e15d982c3b"},"schema_version":"1.0","source":{"id":"2505.03721","kind":"arxiv","version":1}},"canonical_sha256":"01adf48a5c8b84c7e6df5acb93825dc3ff2c2a836db06d05ec8bdf49cfd3e3c7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"01adf48a5c8b84c7e6df5acb93825dc3ff2c2a836db06d05ec8bdf49cfd3e3c7","first_computed_at":"2026-07-05T10:59:21.049901Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:59:21.049901Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"S0GAf5/pO9brLpEpR/uJoBk1/oOKco84zYudHReAYT3aTdc2qV6eOQ8yf2okTVWjG5RGrD0hVoCx/fkcElHwBA==","signature_status":"signed_v1","signed_at":"2026-07-05T10:59:21.050397Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.03721","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:97f342a9f7b68b227391d3be9925d03550c80a6b7fa0ae45c1b2fdb721f18f0e","sha256:c1effff6507e922b40950d773c8fa4bcb8a87246832e56f7601b751edeb37676"],"state_sha256":"a86bdc1b4d5da885eda9eff866c7002d1188891a9e6ad64618f09286564d48be"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YQCGNt1ibYlN8dKcFqLMCQABHXUXMjCHa8d1KM90983iecqRmhwhZ17uDt0hwWWQ0oOdMNrfhYP8RHk0aOf/Bg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-22T21:48:34.368513Z","bundle_sha256":"da8e775122ab428a38a5470c0b03df05c3a1fb1bae487eae457d6c16d93e21d7"}}