{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:XF66XMG2KBPQGQACATYDKK52JM","short_pith_number":"pith:XF66XMG2","canonical_record":{"source":{"id":"2506.03168","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-28T14:09:36Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"3cc78f7f5c94a349659aa0da072a6dba6550dcd6de386e74e27c628736281529","abstract_canon_sha256":"e5c1e1e03ba4fd19f28c0e904f4a0063c2a6ab088d4a060062d2ce2a042040a5"},"schema_version":"1.0"},"canonical_sha256":"b97debb0da505f03400204f0352bba4b300f4a6f773a59732cbad972d9e0e8ca","source":{"kind":"arxiv","id":"2506.03168","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.03168","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"arxiv_version","alias_value":"2506.03168v1","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.03168","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"pith_short_12","alias_value":"XF66XMG2KBPQ","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"pith_short_16","alias_value":"XF66XMG2KBPQGQAC","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"pith_short_8","alias_value":"XF66XMG2","created_at":"2026-07-05T11:15:22Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:XF66XMG2KBPQGQACATYDKK52JM","target":"record","payload":{"canonical_record":{"source":{"id":"2506.03168","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-28T14:09:36Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"3cc78f7f5c94a349659aa0da072a6dba6550dcd6de386e74e27c628736281529","abstract_canon_sha256":"e5c1e1e03ba4fd19f28c0e904f4a0063c2a6ab088d4a060062d2ce2a042040a5"},"schema_version":"1.0"},"canonical_sha256":"b97debb0da505f03400204f0352bba4b300f4a6f773a59732cbad972d9e0e8ca","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:15:22.355916Z","signature_b64":"URvmwjivZUc9RM2ALX6gJmK3zcijoQf2GSOStrI9nlqu5FnB4trq97nDuXWo4aeJlHtCdPWslaaToxy2O/rjDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b97debb0da505f03400204f0352bba4b300f4a6f773a59732cbad972d9e0e8ca","last_reissued_at":"2026-07-05T11:15:22.355411Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:15:22.355411Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2506.03168","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":"2026-07-05T11:15:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"04HgC/nrVyEzKk0vejMWi9u6INGfPWSreUObKwyHuEYwHBwRaysRCaidZ3R94I4lOwaz4baslJC04nZ489PzAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T03:17:38.452899Z"},"content_sha256":"9fe7fb72d4e10644a8842e42205fddf4d8a81fddba97c0d279d327b5adf2fb69","schema_version":"1.0","event_id":"sha256:9fe7fb72d4e10644a8842e42205fddf4d8a81fddba97c0d279d327b5adf2fb69"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:XF66XMG2KBPQGQACATYDKK52JM","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CV","authors_text":"Dawen Jiang, Jiong Jin, Qiushi Zheng, Tiehua Zhang, Wei Xiang, Zhishu Shen","submitted_at":"2025-05-28T14:09:36Z","abstract_excerpt":"Amid the challenges posed by global population growth and climate change, traditional agricultural Internet of Things (IoT) systems is currently undergoing a significant digital transformation to facilitate efficient big data processing. While smart agriculture utilizes artificial intelligence (AI) technologies to enable precise control, it still encounters significant challenges, including excessive reliance on agricultural expert knowledge, difficulties in fusing multimodal data, poor adaptability to dynamic environments, and bottlenecks in real-time decision-making at the edge. Large langua"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.03168","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/2506.03168/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":"2026-07-05T11:15:22Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"KLBHEdpY4BxX9YBkdBD5PKe+n3ypYiM+RxcQcv4sV7QuX8EjkqPh3dSVxpmyVwTVyZp9Eji/cAe5KbPdn9FFAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-05T03:17:38.453417Z"},"content_sha256":"a284513f23c2ece4a5cfa00ab78951397e48d07224e2860c8285693c52bc2022","schema_version":"1.0","event_id":"sha256:a284513f23c2ece4a5cfa00ab78951397e48d07224e2860c8285693c52bc2022"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/XF66XMG2KBPQGQACATYDKK52JM/bundle.json","state_url":"https://pith.science/pith/XF66XMG2KBPQGQACATYDKK52JM/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/XF66XMG2KBPQGQACATYDKK52JM/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":"2026-08-05T03:17:38Z","links":{"resolver":"https://pith.science/pith/XF66XMG2KBPQGQACATYDKK52JM","bundle":"https://pith.science/pith/XF66XMG2KBPQGQACATYDKK52JM/bundle.json","state":"https://pith.science/pith/XF66XMG2KBPQGQACATYDKK52JM/state.json","well_known_bundle":"https://pith.science/.well-known/pith/XF66XMG2KBPQGQACATYDKK52JM/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:XF66XMG2KBPQGQACATYDKK52JM","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":"e5c1e1e03ba4fd19f28c0e904f4a0063c2a6ab088d4a060062d2ce2a042040a5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-28T14:09:36Z","title_canon_sha256":"3cc78f7f5c94a349659aa0da072a6dba6550dcd6de386e74e27c628736281529"},"schema_version":"1.0","source":{"id":"2506.03168","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.03168","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"arxiv_version","alias_value":"2506.03168v1","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.03168","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"pith_short_12","alias_value":"XF66XMG2KBPQ","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"pith_short_16","alias_value":"XF66XMG2KBPQGQAC","created_at":"2026-07-05T11:15:22Z"},{"alias_kind":"pith_short_8","alias_value":"XF66XMG2","created_at":"2026-07-05T11:15:22Z"}],"graph_snapshots":[{"event_id":"sha256:a284513f23c2ece4a5cfa00ab78951397e48d07224e2860c8285693c52bc2022","target":"graph","created_at":"2026-07-05T11:15:22Z","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/2506.03168/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Amid the challenges posed by global population growth and climate change, traditional agricultural Internet of Things (IoT) systems is currently undergoing a significant digital transformation to facilitate efficient big data processing. While smart agriculture utilizes artificial intelligence (AI) technologies to enable precise control, it still encounters significant challenges, including excessive reliance on agricultural expert knowledge, difficulties in fusing multimodal data, poor adaptability to dynamic environments, and bottlenecks in real-time decision-making at the edge. Large langua","authors_text":"Dawen Jiang, Jiong Jin, Qiushi Zheng, Tiehua Zhang, Wei Xiang, Zhishu Shen","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-28T14:09:36Z","title":"Farm-LightSeek: An Edge-centric Multimodal Agricultural IoT Data Analytics Framework with Lightweight LLMs"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.03168","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":"sha256:9fe7fb72d4e10644a8842e42205fddf4d8a81fddba97c0d279d327b5adf2fb69","target":"record","created_at":"2026-07-05T11:15:22Z","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":"e5c1e1e03ba4fd19f28c0e904f4a0063c2a6ab088d4a060062d2ce2a042040a5","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2025-05-28T14:09:36Z","title_canon_sha256":"3cc78f7f5c94a349659aa0da072a6dba6550dcd6de386e74e27c628736281529"},"schema_version":"1.0","source":{"id":"2506.03168","kind":"arxiv","version":1}},"canonical_sha256":"b97debb0da505f03400204f0352bba4b300f4a6f773a59732cbad972d9e0e8ca","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b97debb0da505f03400204f0352bba4b300f4a6f773a59732cbad972d9e0e8ca","first_computed_at":"2026-07-05T11:15:22.355411Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:15:22.355411Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"URvmwjivZUc9RM2ALX6gJmK3zcijoQf2GSOStrI9nlqu5FnB4trq97nDuXWo4aeJlHtCdPWslaaToxy2O/rjDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:15:22.355916Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.03168","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9fe7fb72d4e10644a8842e42205fddf4d8a81fddba97c0d279d327b5adf2fb69","sha256:a284513f23c2ece4a5cfa00ab78951397e48d07224e2860c8285693c52bc2022"],"state_sha256":"5d810678216c241347835c42fe68417acd9481488b45f4dff1848e2b7d7ccf83"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LlFCLnhbCunYCt1K+16vObcjc0rZEm25QM5srfvkdAEBmxyZGQCTv9aM9HfBCHSf4rX5GB41J1eEN5WbsmXSDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-05T03:17:38.456624Z","bundle_sha256":"9fc08b3fb1a4ea147412adb4199919407535e9fa6af2e8010a2ed146197828f8"}}