{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:J7EGUJENIREDR7Q3H6NSQYDXDA","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":"9d7dc077bf8759219021d1c1f207879286b91b4ad77b801d76ed92f0cbcbd9fd","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CE","submitted_at":"2018-05-02T09:55:57Z","title_canon_sha256":"9218a119b89754a3fb7b1fdcce5aff06670e75b4992ce7d7c6b498cb4a54f223"},"schema_version":"1.0","source":{"id":"1805.00702","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1805.00702","created_at":"2026-05-18T00:16:58Z"},{"alias_kind":"arxiv_version","alias_value":"1805.00702v1","created_at":"2026-05-18T00:16:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1805.00702","created_at":"2026-05-18T00:16:58Z"},{"alias_kind":"pith_short_12","alias_value":"J7EGUJENIRED","created_at":"2026-05-18T12:32:31Z"},{"alias_kind":"pith_short_16","alias_value":"J7EGUJENIREDR7Q3","created_at":"2026-05-18T12:32:31Z"},{"alias_kind":"pith_short_8","alias_value":"J7EGUJEN","created_at":"2026-05-18T12:32:31Z"}],"graph_snapshots":[{"event_id":"sha256:334d06b0c430ff84e044a63807b19aac7ef72070418998dfc9c9e38fa7ded93f","target":"graph","created_at":"2026-05-18T00:16:58Z","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":"The uncertainty in the power supply due to fluctuating Renewable Energy Sources (RES) has severe (financial and other) implications for energy market players. In this paper, we present a device-level Demand Response (DR) scheme that captures the atomic (all available) flexibilities in energy demand and provides the largest possible solution space to generate demand/supply schedules that minimize market imbalances. We evaluate the effectiveness and feasibility of widely used forecasting models for device-level flexibility analysis. In a typical device-level flexibility forecast, a market player","authors_text":"Bijay Neupane, Bo Thiesson, Torben Bach Pedersen","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CE","submitted_at":"2018-05-02T09:55:57Z","title":"Utilizing Device-level Demand Forecasting for Flexibility Markets - Full Version"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1805.00702","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":"sha256:59f773d21aab2f297d41fd7e66adad51d7ea51bf040e76f619ae5930461fee6f","target":"record","created_at":"2026-05-18T00:16:58Z","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":"9d7dc077bf8759219021d1c1f207879286b91b4ad77b801d76ed92f0cbcbd9fd","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CE","submitted_at":"2018-05-02T09:55:57Z","title_canon_sha256":"9218a119b89754a3fb7b1fdcce5aff06670e75b4992ce7d7c6b498cb4a54f223"},"schema_version":"1.0","source":{"id":"1805.00702","kind":"arxiv","version":1}},"canonical_sha256":"4fc86a248d444838fe1b3f9b286077180172f09fd1b215987fa723fa3d8dd07d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4fc86a248d444838fe1b3f9b286077180172f09fd1b215987fa723fa3d8dd07d","first_computed_at":"2026-05-18T00:16:58.067959Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:16:58.067959Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m8qb4M+t+c+u9FcR//yg9kEyT2OzTaiutNobEEQ1MSqdqq0tFJ5j6D4mNNPkrxQ5CnVsc7HWdYTLpR2ECBlECg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:16:58.068701Z","signed_message":"canonical_sha256_bytes"},"source_id":"1805.00702","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:59f773d21aab2f297d41fd7e66adad51d7ea51bf040e76f619ae5930461fee6f","sha256:334d06b0c430ff84e044a63807b19aac7ef72070418998dfc9c9e38fa7ded93f"],"state_sha256":"1700c7fa6524957b7b9c355358e6184c6170e02ccbc8aecd66425180b28dae4f"}