{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2026:TZSM62EHXUVENMEEHUJKDJTYG2","short_pith_number":"pith:TZSM62EH","canonical_record":{"source":{"id":"2605.28340","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-05-27T11:43:27Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"e11488df82c5a86e014e5a0be747b4c27b3640a90eb4e7d9e6004ecfe2f1ea21","abstract_canon_sha256":"43a5542f4e0818ac6ea771b58fd61830e8156957f316e48f20291da268ed9de9"},"schema_version":"1.0"},"canonical_sha256":"9e64cf6887bd2a46b0843d12a1a67836aa14275b6b8e83d1fe5aec14cc3247e7","source":{"kind":"arxiv","id":"2605.28340","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.28340","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"arxiv_version","alias_value":"2605.28340v1","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.28340","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"pith_short_12","alias_value":"TZSM62EHXUVE","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"pith_short_16","alias_value":"TZSM62EHXUVENMEE","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"pith_short_8","alias_value":"TZSM62EH","created_at":"2026-05-28T01:05:13Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2026:TZSM62EHXUVENMEEHUJKDJTYG2","target":"record","payload":{"canonical_record":{"source":{"id":"2605.28340","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-05-27T11:43:27Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"e11488df82c5a86e014e5a0be747b4c27b3640a90eb4e7d9e6004ecfe2f1ea21","abstract_canon_sha256":"43a5542f4e0818ac6ea771b58fd61830e8156957f316e48f20291da268ed9de9"},"schema_version":"1.0"},"canonical_sha256":"9e64cf6887bd2a46b0843d12a1a67836aa14275b6b8e83d1fe5aec14cc3247e7","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-28T01:05:13.494238Z","signature_b64":"zqyb/RuIrcBeptSWdoziiFsLzi8/O5dENXd6a7N86w8wsZKiQRCPFleU2Qyqfjl4KxDrrnaWEW1TgSl+ZGa5CQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9e64cf6887bd2a46b0843d12a1a67836aa14275b6b8e83d1fe5aec14cc3247e7","last_reissued_at":"2026-05-28T01:05:13.493817Z","signature_status":"signed_v1","first_computed_at":"2026-05-28T01:05:13.493817Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2605.28340","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-28T01:05:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PrBu3PMEdKql/tdMZ/wYLARIlEGFrVg5VVyuAD9BOSyOAa3F2KPOAVXsTsW/5N7M2hJM/5S68CYybtLchOkMAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-01T23:00:20.233833Z"},"content_sha256":"39d475e74405978d04e275e8945017b59be8bd97612a9658d133e4abbcdc01e2","schema_version":"1.0","event_id":"sha256:39d475e74405978d04e275e8945017b59be8bd97612a9658d133e4abbcdc01e2"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2026:TZSM62EHXUVENMEEHUJKDJTYG2","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Decision-focused learning for optimal PV-Battery scheduling","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"stat.ML","authors_text":"Hussain Kazmi, Johan Driesen, Joris Depoortere","submitted_at":"2026-05-27T11:43:27Z","abstract_excerpt":"The use of residential photovoltaics has increased dramatically in recent years. With battery systems becoming more affordable, the optimal operation of a photovoltaic-battery system can bring significant savings to households. Optimal control requires correct forecasts of underlying parameters, such as photovoltaic power generation, to schedule the battery. While forecasting models have become increasingly accurate due to algorithmic advances and data availability, accuracy is typically measured in generic metrics which might not align with the downstream application. This study proposes a de"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.28340","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2605.28340/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-05-28T01:05:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Cbfa0D6+e4PHoW5cW09EnoVm2E/DNYu5o0Dl115x6PRDHY9g77Tr6RfTm5a3F7UBxqTgaBHXnrp2Zxkc313VCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-01T23:00:20.234220Z"},"content_sha256":"aababbb3392bd7dc01bb67585ae70162c4da02db708baba27fd08e4d3300e532","schema_version":"1.0","event_id":"sha256:aababbb3392bd7dc01bb67585ae70162c4da02db708baba27fd08e4d3300e532"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/TZSM62EHXUVENMEEHUJKDJTYG2/bundle.json","state_url":"https://pith.science/pith/TZSM62EHXUVENMEEHUJKDJTYG2/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/TZSM62EHXUVENMEEHUJKDJTYG2/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-01T23:00:20Z","links":{"resolver":"https://pith.science/pith/TZSM62EHXUVENMEEHUJKDJTYG2","bundle":"https://pith.science/pith/TZSM62EHXUVENMEEHUJKDJTYG2/bundle.json","state":"https://pith.science/pith/TZSM62EHXUVENMEEHUJKDJTYG2/state.json","well_known_bundle":"https://pith.science/.well-known/pith/TZSM62EHXUVENMEEHUJKDJTYG2/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:TZSM62EHXUVENMEEHUJKDJTYG2","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":"43a5542f4e0818ac6ea771b58fd61830e8156957f316e48f20291da268ed9de9","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-05-27T11:43:27Z","title_canon_sha256":"e11488df82c5a86e014e5a0be747b4c27b3640a90eb4e7d9e6004ecfe2f1ea21"},"schema_version":"1.0","source":{"id":"2605.28340","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2605.28340","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"arxiv_version","alias_value":"2605.28340v1","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.28340","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"pith_short_12","alias_value":"TZSM62EHXUVE","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"pith_short_16","alias_value":"TZSM62EHXUVENMEE","created_at":"2026-05-28T01:05:13Z"},{"alias_kind":"pith_short_8","alias_value":"TZSM62EH","created_at":"2026-05-28T01:05:13Z"}],"graph_snapshots":[{"event_id":"sha256:aababbb3392bd7dc01bb67585ae70162c4da02db708baba27fd08e4d3300e532","target":"graph","created_at":"2026-05-28T01:05:13Z","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/2605.28340/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The use of residential photovoltaics has increased dramatically in recent years. With battery systems becoming more affordable, the optimal operation of a photovoltaic-battery system can bring significant savings to households. Optimal control requires correct forecasts of underlying parameters, such as photovoltaic power generation, to schedule the battery. While forecasting models have become increasingly accurate due to algorithmic advances and data availability, accuracy is typically measured in generic metrics which might not align with the downstream application. This study proposes a de","authors_text":"Hussain Kazmi, Johan Driesen, Joris Depoortere","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-05-27T11:43:27Z","title":"Decision-focused learning for optimal PV-Battery scheduling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.28340","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":"sha256:39d475e74405978d04e275e8945017b59be8bd97612a9658d133e4abbcdc01e2","target":"record","created_at":"2026-05-28T01:05:13Z","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":"43a5542f4e0818ac6ea771b58fd61830e8156957f316e48f20291da268ed9de9","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"stat.ML","submitted_at":"2026-05-27T11:43:27Z","title_canon_sha256":"e11488df82c5a86e014e5a0be747b4c27b3640a90eb4e7d9e6004ecfe2f1ea21"},"schema_version":"1.0","source":{"id":"2605.28340","kind":"arxiv","version":1}},"canonical_sha256":"9e64cf6887bd2a46b0843d12a1a67836aa14275b6b8e83d1fe5aec14cc3247e7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9e64cf6887bd2a46b0843d12a1a67836aa14275b6b8e83d1fe5aec14cc3247e7","first_computed_at":"2026-05-28T01:05:13.493817Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-28T01:05:13.493817Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zqyb/RuIrcBeptSWdoziiFsLzi8/O5dENXd6a7N86w8wsZKiQRCPFleU2Qyqfjl4KxDrrnaWEW1TgSl+ZGa5CQ==","signature_status":"signed_v1","signed_at":"2026-05-28T01:05:13.494238Z","signed_message":"canonical_sha256_bytes"},"source_id":"2605.28340","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:39d475e74405978d04e275e8945017b59be8bd97612a9658d133e4abbcdc01e2","sha256:aababbb3392bd7dc01bb67585ae70162c4da02db708baba27fd08e4d3300e532"],"state_sha256":"5cb3c909f12b619c618a26a133dde09b09dd7b785bd01f21f03cd69ef22d2019"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"hue/xgbrTru/AGP2YB045OZtPuOz/0jBQJOD2SQbs450QQ6uioFze+QtXYWBu7Z8LwDpCMni8RK5gni1Eo2EAw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-01T23:00:20.236530Z","bundle_sha256":"20e4ebd9a755709e8673fa0cf5af16b62e52414305ceb514626e2fdfa5fe3a4a"}}