{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:74T64OAPUNORSKVOP6UPB2D4MT","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":"ad819e5f5d2c63621b4e958bfdced78f0b230e19ed0024e4acbd900040f191ce","cross_cats_sorted":["physics.ao-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-10-15T17:52:16Z","title_canon_sha256":"13b1d8193775ab66c1b71ae4780ddecae535d557f4579b523263dbcf36028eb9"},"schema_version":"1.0","source":{"id":"2010.07921","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2010.07921","created_at":"2026-07-05T02:33:05Z"},{"alias_kind":"arxiv_version","alias_value":"2010.07921v1","created_at":"2026-07-05T02:33:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2010.07921","created_at":"2026-07-05T02:33:05Z"},{"alias_kind":"pith_short_12","alias_value":"74T64OAPUNOR","created_at":"2026-07-05T02:33:05Z"},{"alias_kind":"pith_short_16","alias_value":"74T64OAPUNORSKVO","created_at":"2026-07-05T02:33:05Z"},{"alias_kind":"pith_short_8","alias_value":"74T64OAP","created_at":"2026-07-05T02:33:05Z"}],"graph_snapshots":[{"event_id":"sha256:819b41549bbcf2be07a95f28355a0d59f785d37438a1a4eb9512b02b05ea60ab","target":"graph","created_at":"2026-07-05T02:33:05Z","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/2010.07921/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Long Short-Term Memory Networks (LSTMs) have been applied to daily discharge prediction with remarkable success. Many practical scenarios, however, require predictions at more granular timescales. For instance, accurate prediction of short but extreme flood peaks can make a life-saving difference, yet such peaks may escape the coarse temporal resolution of daily predictions. Naively training an LSTM on hourly data, however, entails very long input sequences that make learning hard and computationally expensive. In this study, we propose two Multi-Timescale LSTM (MTS-LSTM) architectures that jo","authors_text":"Daniel Klotz, Frederik Kratzert, Grey Nearing, Jimmy Lin, Martin Gauch, Sepp Hochreiter","cross_cats":["physics.ao-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-10-15T17:52:16Z","title":"Rainfall-Runoff Prediction at Multiple Timescales with a Single Long Short-Term Memory Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2010.07921","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":"sha256:81ed1128d5ef9d445dcb9cd4d8ca24377cc3708732b833e58dfa208bf60927d5","target":"record","created_at":"2026-07-05T02:33:05Z","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":"ad819e5f5d2c63621b4e958bfdced78f0b230e19ed0024e4acbd900040f191ce","cross_cats_sorted":["physics.ao-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2020-10-15T17:52:16Z","title_canon_sha256":"13b1d8193775ab66c1b71ae4780ddecae535d557f4579b523263dbcf36028eb9"},"schema_version":"1.0","source":{"id":"2010.07921","kind":"arxiv","version":1}},"canonical_sha256":"ff27ee380fa35d192aae7fa8f0e87c64ff241e86a41520e323b4f662d2835fad","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ff27ee380fa35d192aae7fa8f0e87c64ff241e86a41520e323b4f662d2835fad","first_computed_at":"2026-07-05T02:33:05.951755Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:33:05.951755Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LZHV/4Po7/oMNcBmdBTRjbTivvE5B4hgOPCRpKGhuQJQvN0zFNNEalaM3hPOX/UwY748X/rgLUFjBSLoO0JeDg==","signature_status":"signed_v1","signed_at":"2026-07-05T02:33:05.952151Z","signed_message":"canonical_sha256_bytes"},"source_id":"2010.07921","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:81ed1128d5ef9d445dcb9cd4d8ca24377cc3708732b833e58dfa208bf60927d5","sha256:819b41549bbcf2be07a95f28355a0d59f785d37438a1a4eb9512b02b05ea60ab"],"state_sha256":"4dcf826c578667c32b7030163f2f44bcce718235709b51bcd6e06388485bd6a2"}