{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:AHV5TTSIZJHPFEHG3KG5AOBBLY","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":"2a0f8c769eb9b6ba93983d1cc2f81d056cd7f2c26c8af63d334fd2eb5405f5f7","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2020-05-22T09:02:34Z","title_canon_sha256":"d58c769e0a5246679e4c627ccb9302fa1a55d991f61cd03fdb887782d7605645"},"schema_version":"1.0","source":{"id":"2005.11066","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2005.11066","created_at":"2026-07-05T01:39:00Z"},{"alias_kind":"arxiv_version","alias_value":"2005.11066v1","created_at":"2026-07-05T01:39:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2005.11066","created_at":"2026-07-05T01:39:00Z"},{"alias_kind":"pith_short_12","alias_value":"AHV5TTSIZJHP","created_at":"2026-07-05T01:39:00Z"},{"alias_kind":"pith_short_16","alias_value":"AHV5TTSIZJHPFEHG","created_at":"2026-07-05T01:39:00Z"},{"alias_kind":"pith_short_8","alias_value":"AHV5TTSI","created_at":"2026-07-05T01:39:00Z"}],"graph_snapshots":[{"event_id":"sha256:d2eb29cd54001481851548408ecd8642a6c3b00e060f36014b5e2ab65411742e","target":"graph","created_at":"2026-07-05T01:39:00Z","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/2005.11066/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"To investigate the use of saliency-map analysis to aid in searches for transient signals, such as fast radio bursts and individual pulses from radio pulsars. We aim to demonstrate that saliency maps provide the means to understand predictions from machine learning algorithms and can be implemented in piplines used to search for transient events. We have implemented a new deep learning methodology to predict whether or not any segment of the data contains a transient event. The algorithm has been trained using real and simulated data sets. We demonstrate that the algorithm is able to identify s","authors_text":"C. J. Russell, C. Wang, C. Zhang, D. Li, G. Hobbs, J.-W. Wu, L. Toomey, S.-B. Zhang, S. Dai, W.-W. Zhu, Z.-C. Pan, Z.-Y. Ren","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2020-05-22T09:02:34Z","title":"Applying saliency-map analysis in searches for pulsars and fast radio bursts"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2005.11066","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":"sha256:87d2fac4b0f1cede6aacb1e9982f3fbfbcdfe913137f6007be998281f71d54a8","target":"record","created_at":"2026-07-05T01:39:00Z","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":"2a0f8c769eb9b6ba93983d1cc2f81d056cd7f2c26c8af63d334fd2eb5405f5f7","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.IM","submitted_at":"2020-05-22T09:02:34Z","title_canon_sha256":"d58c769e0a5246679e4c627ccb9302fa1a55d991f61cd03fdb887782d7605645"},"schema_version":"1.0","source":{"id":"2005.11066","kind":"arxiv","version":1}},"canonical_sha256":"01ebd9ce48ca4ef290e6da8dd038215e081b1fc54007080807937d26213726b4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"01ebd9ce48ca4ef290e6da8dd038215e081b1fc54007080807937d26213726b4","first_computed_at":"2026-07-05T01:39:00.250310Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:39:00.250310Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Cb0FEgzgUqSPVcTUsMJ59RrcQX31V3MNRLgt6iu9AKrXKLwvqI9PyXg0CPgoNh+6WLdyY4u+1hM1YcXUor0VCA==","signature_status":"signed_v1","signed_at":"2026-07-05T01:39:00.250751Z","signed_message":"canonical_sha256_bytes"},"source_id":"2005.11066","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:87d2fac4b0f1cede6aacb1e9982f3fbfbcdfe913137f6007be998281f71d54a8","sha256:d2eb29cd54001481851548408ecd8642a6c3b00e060f36014b5e2ab65411742e"],"state_sha256":"63c553a9738e5f69ed77d4d79690a36c2fcbe5421c840ceecbc207169d79798b"}