{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:QXLIM3C4FP7X5EPZTTOH3UXOAA","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":"4af9d2dae7381b57bab305a5888a94103d41e5e943974701fe21665a8fd35a88","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-20T11:22:31Z","title_canon_sha256":"cd92984aa3f3a2aedd3193ed1109f619259fcdd8f0e1cb012c8be75e5a2145a9"},"schema_version":"1.0","source":{"id":"2605.21550","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.21550","created_at":"2026-05-22T00:02:28Z"},{"alias_kind":"arxiv_version","alias_value":"2605.21550v1","created_at":"2026-05-22T00:02:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.21550","created_at":"2026-05-22T00:02:28Z"},{"alias_kind":"pith_short_12","alias_value":"QXLIM3C4FP7X","created_at":"2026-05-22T00:02:28Z"},{"alias_kind":"pith_short_16","alias_value":"QXLIM3C4FP7X5EPZ","created_at":"2026-05-22T00:02:28Z"},{"alias_kind":"pith_short_8","alias_value":"QXLIM3C4","created_at":"2026-05-22T00:02:28Z"}],"graph_snapshots":[{"event_id":"sha256:97135c1308cbb2031d2a0ab23d66b00cba26ec32b15b54df9767bed84957b3eb","target":"graph","created_at":"2026-05-22T00:02:28Z","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/2605.21550/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Electricity load peak forecasting (ELPF), simultaneously predicting peak timing and intensity, is a prerequisite for effective grid scheduling and risk management. However, existing methods face three limitations. First, they adopt a two-stage predict-then-locate paradigm, which severs the link between temporal localization and intensity regression. Second, they still struggle with the multi-scale representation conflict, leading to peak misjudgment and timing misalignment. Third, the lack of explicit peak timing context during intensity regression causes intensity smoothing because prediction","authors_text":"Dawei Cheng, Peng Zhu, Qing Zhao, Wangzhi Yu, Yiwen Jiang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-20T11:22:31Z","title":"PeakFocus: Bridging Peak Localization and Intensity Regression via a Unified Multi-Scale Framework for Electricity Load Forecasting"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.21550","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":"sha256:49823a81537792e6e1f2450ee3312e8be3f425a5bb745414bd1c91a80be81e0e","target":"record","created_at":"2026-05-22T00:02:28Z","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":"4af9d2dae7381b57bab305a5888a94103d41e5e943974701fe21665a8fd35a88","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-05-20T11:22:31Z","title_canon_sha256":"cd92984aa3f3a2aedd3193ed1109f619259fcdd8f0e1cb012c8be75e5a2145a9"},"schema_version":"1.0","source":{"id":"2605.21550","kind":"arxiv","version":1}},"canonical_sha256":"85d6866c5c2bff7e91f99cdc7dd2ee00267dd57962e8118de24a6083beea6fc1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"85d6866c5c2bff7e91f99cdc7dd2ee00267dd57962e8118de24a6083beea6fc1","first_computed_at":"2026-05-22T00:02:28.235167Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-22T00:02:28.235167Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"f1zT7r8UemAPWjfqAiX4a789VDf6OJoW6fYPpSwSV4T2aYvZo+7KXQWBtQKfVZNqdKzXuBTxbud3DmmTp3cICw==","signature_status":"signed_v1","signed_at":"2026-05-22T00:02:28.235632Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.21550","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:49823a81537792e6e1f2450ee3312e8be3f425a5bb745414bd1c91a80be81e0e","sha256:97135c1308cbb2031d2a0ab23d66b00cba26ec32b15b54df9767bed84957b3eb"],"state_sha256":"9a6e0d4212fbf7c19fef146250c82e227533a30440d0d7189a224e81df84e907"}