{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:W3YLH6FOMVLOWUSPJT5A6UBP7P","short_pith_number":"pith:W3YLH6FO","canonical_record":{"source":{"id":"2212.06542","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2022-12-13T12:54:10Z","cross_cats_sorted":["cs.AI","cs.LG","cs.SY"],"title_canon_sha256":"e81ff7106054e69a9f76fa9bfcd8941d213d8d84a3003e6503c40b1f5770a845","abstract_canon_sha256":"a039201ef35ef1d97135e7de2e46b4ca958444b4b53f0e6ace39ee66ab836d76"},"schema_version":"1.0"},"canonical_sha256":"b6f0b3f8ae6556eb524f4cfa0f502ffbd4ca0d8eac624c6246437b259d56abea","source":{"kind":"arxiv","id":"2212.06542","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2212.06542","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"arxiv_version","alias_value":"2212.06542v1","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2212.06542","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"pith_short_12","alias_value":"W3YLH6FOMVLO","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"pith_short_16","alias_value":"W3YLH6FOMVLOWUSP","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"pith_short_8","alias_value":"W3YLH6FO","created_at":"2026-07-05T05:24:51Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:W3YLH6FOMVLOWUSPJT5A6UBP7P","target":"record","payload":{"canonical_record":{"source":{"id":"2212.06542","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2022-12-13T12:54:10Z","cross_cats_sorted":["cs.AI","cs.LG","cs.SY"],"title_canon_sha256":"e81ff7106054e69a9f76fa9bfcd8941d213d8d84a3003e6503c40b1f5770a845","abstract_canon_sha256":"a039201ef35ef1d97135e7de2e46b4ca958444b4b53f0e6ace39ee66ab836d76"},"schema_version":"1.0"},"canonical_sha256":"b6f0b3f8ae6556eb524f4cfa0f502ffbd4ca0d8eac624c6246437b259d56abea","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:24:51.660426Z","signature_b64":"OWiawomJgjKhV8Fdj/9rRJZ44cc/8nosnR4qZhEvcNLcXNZ5TyFylkioPiW/hcT2wdFwM3tZ8qOkPYlLaBS3Aw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b6f0b3f8ae6556eb524f4cfa0f502ffbd4ca0d8eac624c6246437b259d56abea","last_reissued_at":"2026-07-05T05:24:51.660026Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:24:51.660026Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2212.06542","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":"2026-07-05T05:24:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ginIyEOq3liECHcm1aAFQoEGDA+H86H2HM/k0AFNmkHynXt5Edz4n0hWOTn+iSf4DmOoithFTQhFzQphxsnUCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T11:27:24.662958Z"},"content_sha256":"27906754edcc07134b948a52590f89153adc4f41bca529ef24d4b0be6b1beba0","schema_version":"1.0","event_id":"sha256:27906754edcc07134b948a52590f89153adc4f41bca529ef24d4b0be6b1beba0"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:W3YLH6FOMVLOWUSPJT5A6UBP7P","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Model-Free Approach to Fair Solar PV Curtailment Using Reinforcement Learning","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG","cs.SY"],"primary_cat":"eess.SY","authors_text":"Frits de Nijs, Hao Wang, Jinhao Li, Zhuo Wei","submitted_at":"2022-12-13T12:54:10Z","abstract_excerpt":"The rapid adoption of residential solar photovoltaics (PV) has resulted in regular overvoltage events, due to correlated reverse power flows. Currently, PV inverters prevent damage to electronics by curtailing energy production in response to overvoltage. However, this disproportionately affects households at the far end of the feeder, leading to an unfair allocation of the potential value of energy produced. Globally optimizing for fair curtailment requires accurate feeder parameters, which are often unknown. This paper investigates reinforcement learning, which gradually optimizes a fair PV "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.06542","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/2212.06542/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":"2026-07-05T05:24:51Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ufuLM66rTFeUVjk0gQ1F5k8OLDCwXkVQREmtEcdOtiNviXMYcS7KXZxPct7OoJVnBCH9BcSU2FhRNIf8qg3jDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T11:27:24.663496Z"},"content_sha256":"718c0a16e98b06933005bd7eca6d5a7664f2d31fbfa241b467db9fef36fdafd0","schema_version":"1.0","event_id":"sha256:718c0a16e98b06933005bd7eca6d5a7664f2d31fbfa241b467db9fef36fdafd0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/W3YLH6FOMVLOWUSPJT5A6UBP7P/bundle.json","state_url":"https://pith.science/pith/W3YLH6FOMVLOWUSPJT5A6UBP7P/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/W3YLH6FOMVLOWUSPJT5A6UBP7P/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":"2026-08-21T11:27:24Z","links":{"resolver":"https://pith.science/pith/W3YLH6FOMVLOWUSPJT5A6UBP7P","bundle":"https://pith.science/pith/W3YLH6FOMVLOWUSPJT5A6UBP7P/bundle.json","state":"https://pith.science/pith/W3YLH6FOMVLOWUSPJT5A6UBP7P/state.json","well_known_bundle":"https://pith.science/.well-known/pith/W3YLH6FOMVLOWUSPJT5A6UBP7P/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:W3YLH6FOMVLOWUSPJT5A6UBP7P","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":"a039201ef35ef1d97135e7de2e46b4ca958444b4b53f0e6ace39ee66ab836d76","cross_cats_sorted":["cs.AI","cs.LG","cs.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2022-12-13T12:54:10Z","title_canon_sha256":"e81ff7106054e69a9f76fa9bfcd8941d213d8d84a3003e6503c40b1f5770a845"},"schema_version":"1.0","source":{"id":"2212.06542","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2212.06542","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"arxiv_version","alias_value":"2212.06542v1","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2212.06542","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"pith_short_12","alias_value":"W3YLH6FOMVLO","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"pith_short_16","alias_value":"W3YLH6FOMVLOWUSP","created_at":"2026-07-05T05:24:51Z"},{"alias_kind":"pith_short_8","alias_value":"W3YLH6FO","created_at":"2026-07-05T05:24:51Z"}],"graph_snapshots":[{"event_id":"sha256:718c0a16e98b06933005bd7eca6d5a7664f2d31fbfa241b467db9fef36fdafd0","target":"graph","created_at":"2026-07-05T05:24:51Z","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/2212.06542/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The rapid adoption of residential solar photovoltaics (PV) has resulted in regular overvoltage events, due to correlated reverse power flows. Currently, PV inverters prevent damage to electronics by curtailing energy production in response to overvoltage. However, this disproportionately affects households at the far end of the feeder, leading to an unfair allocation of the potential value of energy produced. Globally optimizing for fair curtailment requires accurate feeder parameters, which are often unknown. This paper investigates reinforcement learning, which gradually optimizes a fair PV ","authors_text":"Frits de Nijs, Hao Wang, Jinhao Li, Zhuo Wei","cross_cats":["cs.AI","cs.LG","cs.SY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2022-12-13T12:54:10Z","title":"Model-Free Approach to Fair Solar PV Curtailment Using Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2212.06542","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":"sha256:27906754edcc07134b948a52590f89153adc4f41bca529ef24d4b0be6b1beba0","target":"record","created_at":"2026-07-05T05:24:51Z","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":"a039201ef35ef1d97135e7de2e46b4ca958444b4b53f0e6ace39ee66ab836d76","cross_cats_sorted":["cs.AI","cs.LG","cs.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2022-12-13T12:54:10Z","title_canon_sha256":"e81ff7106054e69a9f76fa9bfcd8941d213d8d84a3003e6503c40b1f5770a845"},"schema_version":"1.0","source":{"id":"2212.06542","kind":"arxiv","version":1}},"canonical_sha256":"b6f0b3f8ae6556eb524f4cfa0f502ffbd4ca0d8eac624c6246437b259d56abea","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b6f0b3f8ae6556eb524f4cfa0f502ffbd4ca0d8eac624c6246437b259d56abea","first_computed_at":"2026-07-05T05:24:51.660026Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:24:51.660026Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"OWiawomJgjKhV8Fdj/9rRJZ44cc/8nosnR4qZhEvcNLcXNZ5TyFylkioPiW/hcT2wdFwM3tZ8qOkPYlLaBS3Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T05:24:51.660426Z","signed_message":"canonical_sha256_bytes"},"source_id":"2212.06542","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:27906754edcc07134b948a52590f89153adc4f41bca529ef24d4b0be6b1beba0","sha256:718c0a16e98b06933005bd7eca6d5a7664f2d31fbfa241b467db9fef36fdafd0"],"state_sha256":"dafdd4574dd6a3db1f11120a41f8131cda0879427fa5329484a28e5e30762303"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"r+4Va8CuTEt/Toa3kwa5sVG8idVNXQdCgXjNUqZh38GZ3xK07u6jkdBqnaQ8wODjyqU7NCa/ypMitu6oGLyfCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T11:27:24.669546Z","bundle_sha256":"9125201ca410075b936c75f61d9e28d546176077c11be62d230a3ccc53978aa8"}}