{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:WGMPIM5HQCPBZAWGNQC3MBTPTM","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":"08008fa91a11e296ad5e82cb698a6b3cfd4a6239b70565831575979536d095f3","cross_cats_sorted":["cs.AI","cs.CV","cs.IR","cs.LG","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2025-09-04T22:03:05Z","title_canon_sha256":"b8fc7e01ee344bbca16c2fd8cdad5d5205674ef1d7e40df811dd8ca74132f38b"},"schema_version":"1.0","source":{"id":"2509.04682","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2509.04682","created_at":"2026-06-12T00:07:48Z"},{"alias_kind":"arxiv_version","alias_value":"2509.04682v2","created_at":"2026-06-12T00:07:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2509.04682","created_at":"2026-06-12T00:07:48Z"},{"alias_kind":"pith_short_12","alias_value":"WGMPIM5HQCPB","created_at":"2026-06-12T00:07:48Z"},{"alias_kind":"pith_short_16","alias_value":"WGMPIM5HQCPBZAWG","created_at":"2026-06-12T00:07:48Z"},{"alias_kind":"pith_short_8","alias_value":"WGMPIM5H","created_at":"2026-06-12T00:07:48Z"}],"graph_snapshots":[{"event_id":"sha256:0ca80e4f5b3660b1926d109d9acd58095430583d1d5df937baeba9eef4df2b48","target":"graph","created_at":"2026-06-12T00:07:48Z","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/2509.04682/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Deploying reliable bioacoustic monitoring systems requires models that generalize under high-noise, low-SNR conditions and evaluation protocols that expose deployment-relevant failure modes, gaps largely unaddressed in current UPAM practice. Intrinsic noise, variable propagation, and mixed biological and anthropogenic sources induce distribution shifts that conventional models and single-split evaluations obscure, inflating performance and masking instability. We introduce GetNetUPAM, a hierarchical nested cross-validation framework that uses the nested stage to quantify model stability rather","authors_text":"KC Santosh, Longwei Wang, Nicholas R. Rasmussen, Rodrigue Rizk","cross_cats":["cs.AI","cs.CV","cs.IR","cs.LG","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2025-09-04T22:03:05Z","title":"GetNetUPAM: Ecologically Informed Nested Cross-Validation and Noise-Robust Attention for Marine Bioacoustic Monitoring"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2509.04682","kind":"arxiv","version":2},"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":"sha256:9c21eddcf10a174e76476bdf868ca949641c5c263124d7f3a92b77c6dc707911","target":"record","created_at":"2026-06-12T00:07:48Z","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":"08008fa91a11e296ad5e82cb698a6b3cfd4a6239b70565831575979536d095f3","cross_cats_sorted":["cs.AI","cs.CV","cs.IR","cs.LG","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2025-09-04T22:03:05Z","title_canon_sha256":"b8fc7e01ee344bbca16c2fd8cdad5d5205674ef1d7e40df811dd8ca74132f38b"},"schema_version":"1.0","source":{"id":"2509.04682","kind":"arxiv","version":2}},"canonical_sha256":"b198f433a7809e1c82c66c05b6066f9b3ff46973a4ae5e0e75515ccbd087d230","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b198f433a7809e1c82c66c05b6066f9b3ff46973a4ae5e0e75515ccbd087d230","first_computed_at":"2026-06-12T00:07:48.288816Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-12T00:07:48.288816Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"z8xelHYM6lD9Tiq/FYsVkXYJmfO2Imb0Dz7fagm/5iN3SwbQVFJ43aSe87ghkMD39rPbCacB8ERGxrxEqlrNAA==","signature_status":"signed_v1","signed_at":"2026-06-12T00:07:48.289446Z","signed_message":"canonical_sha256_bytes"},"source_id":"2509.04682","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9c21eddcf10a174e76476bdf868ca949641c5c263124d7f3a92b77c6dc707911","sha256:0ca80e4f5b3660b1926d109d9acd58095430583d1d5df937baeba9eef4df2b48"],"state_sha256":"eb40e8a4326ffa6912fcd0f46cea43fd5d597d4da0e245c572b7378bf139de72"}