{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:QMKJDT76M7O3R6WJ7KDYEMINL2","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":"f050b572770e67dc11d02ce4b8ae155a8be131cbd08d2d0c4ecd1e6f78786876","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-02T09:58:46Z","title_canon_sha256":"131a622816d746ab1dd8dacf7c650beaff7ec4ce84b9cdbae52d248e91744ff6"},"schema_version":"1.0","source":{"id":"2607.01966","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.01966","created_at":"2026-07-03T01:17:35Z"},{"alias_kind":"arxiv_version","alias_value":"2607.01966v1","created_at":"2026-07-03T01:17:35Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.01966","created_at":"2026-07-03T01:17:35Z"},{"alias_kind":"pith_short_12","alias_value":"QMKJDT76M7O3","created_at":"2026-07-03T01:17:35Z"},{"alias_kind":"pith_short_16","alias_value":"QMKJDT76M7O3R6WJ","created_at":"2026-07-03T01:17:35Z"},{"alias_kind":"pith_short_8","alias_value":"QMKJDT76","created_at":"2026-07-03T01:17:35Z"}],"graph_snapshots":[{"event_id":"sha256:38fb784c142241b7558b0ce993a10aa0ff75772b83956a2bcbe765d812381ff7","target":"graph","created_at":"2026-07-03T01:17:35Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2607.01966/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Low-voltage load forecasting is an important component in current and future energy systems with a high degree of electrification and decentralized generation. However, current forecasting methods require significant manual effort, often lack uncertainty estimation and proper peak prediction, and they are often not adequately evaluated in terms of grid requirements. In the present study, we provide an extensive evaluation of short-term net load forecasts of 200 real-world low-voltage feeders with a focus on the rapidly evolving time series foundation models. Our study compares Chronos-Bolt, Ch","authors_text":"Benedikt Kaas, Cheewan Phatthanakhuha, Hannes Benedikt Gerber, Manuel Treutlein, Oliver Neumann, Oliver Resch, Ralf Mikut, Veit Hagenmeyer","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-02T09:58:46Z","title":"Probabilistic Low-Voltage Peak Load Forecasting with Time Series Foundation Models Evaluated on Application-Oriented Metrics"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.01966","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":"sha256:470e8e4dc3544ed2f5a21de82f3694e7c4f8b5e3e5b4b15df5055f4371282abc","target":"record","created_at":"2026-07-03T01:17:35Z","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":"f050b572770e67dc11d02ce4b8ae155a8be131cbd08d2d0c4ecd1e6f78786876","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-02T09:58:46Z","title_canon_sha256":"131a622816d746ab1dd8dacf7c650beaff7ec4ce84b9cdbae52d248e91744ff6"},"schema_version":"1.0","source":{"id":"2607.01966","kind":"arxiv","version":1}},"canonical_sha256":"831491cffe67ddb8fac9fa8782310d5eb1e94aa0fd7e3aa6ec2333ed3768915b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"831491cffe67ddb8fac9fa8782310d5eb1e94aa0fd7e3aa6ec2333ed3768915b","first_computed_at":"2026-07-03T01:17:35.605493Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-03T01:17:35.605493Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"cdVJLvIW4aNhDILe4anJi0gGK/vtJJea9IzY3DAMrKJGP1VWQzbMAEewghFVW1+L8ecO/dCDCcePpI/A0UW3Ag==","signature_status":"signed_v1","signed_at":"2026-07-03T01:17:35.606027Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.01966","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:470e8e4dc3544ed2f5a21de82f3694e7c4f8b5e3e5b4b15df5055f4371282abc","sha256:38fb784c142241b7558b0ce993a10aa0ff75772b83956a2bcbe765d812381ff7"],"state_sha256":"64a7fab54fc9afeacd22c9814bf6e2c796bbb4b1d2b1ed0a0e7e70232387aa24"}