{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:VMBWRKR423P57AVPGWGSM35R7N","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":"fe0eec329a49f1f5c1f918bd0ccda6fc81bf8bdc5f70ca8ea7b9e89e9c269bcd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2017-12-19T12:20:55Z","title_canon_sha256":"53b0cb131057bffee67ebd415e83d9bfde4bf2990c7036024b3b4627bbf5d649"},"schema_version":"1.0","source":{"id":"1712.07120","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1712.07120","created_at":"2026-05-18T00:27:35Z"},{"alias_kind":"arxiv_version","alias_value":"1712.07120v1","created_at":"2026-05-18T00:27:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.07120","created_at":"2026-05-18T00:27:35Z"},{"alias_kind":"pith_short_12","alias_value":"VMBWRKR423P5","created_at":"2026-05-18T12:31:49Z"},{"alias_kind":"pith_short_16","alias_value":"VMBWRKR423P57AVP","created_at":"2026-05-18T12:31:49Z"},{"alias_kind":"pith_short_8","alias_value":"VMBWRKR4","created_at":"2026-05-18T12:31:49Z"}],"graph_snapshots":[{"event_id":"sha256:4c61bbad7f14438fea4939d7b9d2c828d80e992e35a361fe6a01ba5b0392ccfb","target":"graph","created_at":"2026-05-18T00:27:35Z","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"},"paper":{"abstract_excerpt":"We investigate to what extent mobile use patterns can predict -- at the moment it is posted -- whether a notification will be clicked within the next 10 minutes. We use a data set containing the detailed mobile phone usage logs of 279 users, who over the course of 5 weeks received 446,268 notifications from a variety of apps. Besides using classical gradient-boosted trees, we demonstrate how to make continual predictions using a recurrent neural network (RNN). The two approaches achieve a similar AUC of ca. 0.7 on unseen users, with a possible operation point of 50% sensitivity and 80% specifi","authors_text":"Ilias Leontiadis, Joan Serr\\`a, Kleomenis Katevas, Martin Pielot","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2017-12-19T12:20:55Z","title":"Continual Prediction of Notification Attendance with Classical and Deep Network Approaches"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.07120","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:afa2eaa09b5baba2c9472591f0c8a94d2837083f52dd3ac87c1910b7ef843159","target":"record","created_at":"2026-05-18T00:27:35Z","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":"fe0eec329a49f1f5c1f918bd0ccda6fc81bf8bdc5f70ca8ea7b9e89e9c269bcd","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2017-12-19T12:20:55Z","title_canon_sha256":"53b0cb131057bffee67ebd415e83d9bfde4bf2990c7036024b3b4627bbf5d649"},"schema_version":"1.0","source":{"id":"1712.07120","kind":"arxiv","version":1}},"canonical_sha256":"ab0368aa3cd6dfdf82af358d266fb1fb6f6b2083509084045cf275a3393f77dc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ab0368aa3cd6dfdf82af358d266fb1fb6f6b2083509084045cf275a3393f77dc","first_computed_at":"2026-05-18T00:27:35.482976Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:27:35.482976Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vknuRnYeXbvQG9ttvj6KJp4i1o67FMYiPQiH5UlDuXhw/hAad1RSzT0GosKbrdLYEw4IBiMCDHpXsmM6vqb7Cw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:27:35.483571Z","signed_message":"canonical_sha256_bytes"},"source_id":"1712.07120","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:afa2eaa09b5baba2c9472591f0c8a94d2837083f52dd3ac87c1910b7ef843159","sha256:4c61bbad7f14438fea4939d7b9d2c828d80e992e35a361fe6a01ba5b0392ccfb"],"state_sha256":"05ae187f5beeee6163d33ea0edb23624257d3eea33914eb60f4e4690b3bb41f3"}