{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:LDPO2Y4TR7I52XYDRFT2C55U3X","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":"863eea3a49ff1512628f56352a5b4ab0fc496ae08cb10f4db7d2694113efae8b","cross_cats_sorted":["cs.AI","cs.CY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-10-26T21:32:49Z","title_canon_sha256":"a0606231c3a689450b226051f85bde5b7a4455553890999203bbddf64507ac91"},"schema_version":"1.0","source":{"id":"2111.00918","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2111.00918","created_at":"2026-07-05T03:27:51Z"},{"alias_kind":"arxiv_version","alias_value":"2111.00918v1","created_at":"2026-07-05T03:27:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2111.00918","created_at":"2026-07-05T03:27:51Z"},{"alias_kind":"pith_short_12","alias_value":"LDPO2Y4TR7I5","created_at":"2026-07-05T03:27:51Z"},{"alias_kind":"pith_short_16","alias_value":"LDPO2Y4TR7I52XYD","created_at":"2026-07-05T03:27:51Z"},{"alias_kind":"pith_short_8","alias_value":"LDPO2Y4T","created_at":"2026-07-05T03:27:51Z"}],"graph_snapshots":[{"event_id":"sha256:06b254ebbb1a97adcb3207e6d47227690be291b5adcd9eadeb6fb3b89b7fa338","target":"graph","created_at":"2026-07-05T03:27:51Z","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/2111.00918/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In this work we combine representation learning capabilities of neural network with agricultural knowledge from experts to model environmental heat and drought stresses. We first design deterministic expert models which serve as a benchmark and inform the design of flexible neural-network architectures. Finally, a sensitivity analysis of the latter allows a clustering of hybrids into susceptible and resistant ones.","authors_text":"Anne-Katrin Mahlein, Bogdan Georgiev, Jannis Schuecker, Kostadin Cvejoski","cross_cats":["cs.AI","cs.CY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-10-26T21:32:49Z","title":"Combining expert knowledge and neural networks to model environmental stresses in agriculture"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2111.00918","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":"sha256:4024f436fd59dcbd64dcc3009f5b1aaeafb9f8056c02e0858c388110c47a0471","target":"record","created_at":"2026-07-05T03:27:51Z","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":"863eea3a49ff1512628f56352a5b4ab0fc496ae08cb10f4db7d2694113efae8b","cross_cats_sorted":["cs.AI","cs.CY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2021-10-26T21:32:49Z","title_canon_sha256":"a0606231c3a689450b226051f85bde5b7a4455553890999203bbddf64507ac91"},"schema_version":"1.0","source":{"id":"2111.00918","kind":"arxiv","version":1}},"canonical_sha256":"58deed63938fd1dd5f038967a177b4ddc9edd8f5247d83bd9413bb05ea4321d6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"58deed63938fd1dd5f038967a177b4ddc9edd8f5247d83bd9413bb05ea4321d6","first_computed_at":"2026-07-05T03:27:51.173006Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:27:51.173006Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"0BN4nULaWWrJAqxKPoZZlmPIgAtb28u8uzC73G3pJ/LhmfhOBanjuZVtEb9y9YZmyvqm9OmVBmvB1tqoiaBECw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:27:51.173385Z","signed_message":"canonical_sha256_bytes"},"source_id":"2111.00918","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4024f436fd59dcbd64dcc3009f5b1aaeafb9f8056c02e0858c388110c47a0471","sha256:06b254ebbb1a97adcb3207e6d47227690be291b5adcd9eadeb6fb3b89b7fa338"],"state_sha256":"dcc4ecc38b1a37c4192f1a1a96a006b1b2f66002614535b9e83b861223fb1c48"}