{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:MRKDKJT5IUC3EV7HH3DYR2WDIU","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":"8c920afee87b8a7d60b19d63d8976a565645901beeca452e0ac24f710951ab8f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.SR","submitted_at":"2025-01-29T10:12:05Z","title_canon_sha256":"7b205f6450fbb63ca3198dcf147652a227b84847ea3135e5ce090082c6bef0bb"},"schema_version":"1.0","source":{"id":"2501.17538","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.17538","created_at":"2026-07-05T10:06:54Z"},{"alias_kind":"arxiv_version","alias_value":"2501.17538v1","created_at":"2026-07-05T10:06:54Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.17538","created_at":"2026-07-05T10:06:54Z"},{"alias_kind":"pith_short_12","alias_value":"MRKDKJT5IUC3","created_at":"2026-07-05T10:06:54Z"},{"alias_kind":"pith_short_16","alias_value":"MRKDKJT5IUC3EV7H","created_at":"2026-07-05T10:06:54Z"},{"alias_kind":"pith_short_8","alias_value":"MRKDKJT5","created_at":"2026-07-05T10:06:54Z"}],"graph_snapshots":[{"event_id":"sha256:f0548af9709917a4abf091b1f94c6e903f9fc3cb33157cb300b70fb792f4b133","target":"graph","created_at":"2026-07-05T10:06:54Z","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/2501.17538/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The primary aim of this research is to evaluate several convolutional neural network-based object detection algorithms for identifying oscillation-like patterns in light curves of eclipsing binaries. This involves creating a robust detection framework that can effectively process both synthetic light curves and real observational data. The study employs several state-of-the-art object detection algorithms, including Single Shot MultiBox Detector, Faster Region-based Convolutional Neural Network, You Only Look Once, and EfficientDet besides a custom non-pretrained model implemented from scratch","authors_text":"Burak Ula\\c{s}, R\\'obert Szab\\'o, Tam\\'as Szklen\\'ar","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.SR","submitted_at":"2025-01-29T10:12:05Z","title":"Detection of Oscillation-like Patterns in Eclipsing Binary Light Curves using Neural Network-based Object Detection Algorithms"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.17538","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":"sha256:3073ef7556e6c1e7754456cb3987905e59edc72c1f6a834e5de20e348755d7ae","target":"record","created_at":"2026-07-05T10:06:54Z","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":"8c920afee87b8a7d60b19d63d8976a565645901beeca452e0ac24f710951ab8f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.SR","submitted_at":"2025-01-29T10:12:05Z","title_canon_sha256":"7b205f6450fbb63ca3198dcf147652a227b84847ea3135e5ce090082c6bef0bb"},"schema_version":"1.0","source":{"id":"2501.17538","kind":"arxiv","version":1}},"canonical_sha256":"645435267d4505b257e73ec788eac3451ac7017ace7b052c652d762c032f5692","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"645435267d4505b257e73ec788eac3451ac7017ace7b052c652d762c032f5692","first_computed_at":"2026-07-05T10:06:54.764174Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:06:54.764174Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"F4kz2LAPmbDa0l/CZdm5K/AYBcI6p7gn0UiMA7wBmhp/IiLAgg+GVA4bu7uYfAh1TNfxZfRw751ayntuxRUFCg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:06:54.764712Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.17538","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3073ef7556e6c1e7754456cb3987905e59edc72c1f6a834e5de20e348755d7ae","sha256:f0548af9709917a4abf091b1f94c6e903f9fc3cb33157cb300b70fb792f4b133"],"state_sha256":"a6fbc7d8d4f39d5ea97401925270fa7d20ce4f789bd0e338bfc6b232e9274593"}