{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:5RLQSEMYT7JTLKEHMTDVUYM6EW","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":"334ad47d3ec12f48a0f228860f95ec4462324f52df3b1e8fbd6d7dba806bf195","cross_cats_sorted":["cs.GT","cs.SY","math.OC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-10-19T01:56:43Z","title_canon_sha256":"545873b2719eb1d5c3d0fba3b89d49caa2b1ac566b3cc08fac1c6610efa175f7"},"schema_version":"1.0","source":{"id":"2410.14936","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.14936","created_at":"2026-07-05T09:22:46Z"},{"alias_kind":"arxiv_version","alias_value":"2410.14936v1","created_at":"2026-07-05T09:22:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.14936","created_at":"2026-07-05T09:22:46Z"},{"alias_kind":"pith_short_12","alias_value":"5RLQSEMYT7JT","created_at":"2026-07-05T09:22:46Z"},{"alias_kind":"pith_short_16","alias_value":"5RLQSEMYT7JTLKEH","created_at":"2026-07-05T09:22:46Z"},{"alias_kind":"pith_short_8","alias_value":"5RLQSEMY","created_at":"2026-07-05T09:22:46Z"}],"graph_snapshots":[{"event_id":"sha256:9e3adc307a431fe177d6e4020552ed5b3e1c0cab1270e70cc222b4ab6f456701","target":"graph","created_at":"2026-07-05T09:22:46Z","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/2410.14936/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As electrical generation becomes more distributed and volatile, and loads become more uncertain, controllability of distributed energy resources (DERs), regardless of their ownership status, will be necessary for grid reliability. Grid operators lack direct control over end-users' grid interactions, such as energy usage, but incentives can influence behavior -- for example, an end-user that receives a grid-driven incentive may adjust their consumption or expose relevant control variables in response. A key challenge in studying such incentives is the lack of data about human behavior, which us","authors_text":"Adam Lechowicz, Andrey Bernstein, Joshua Comden","cross_cats":["cs.GT","cs.SY","math.OC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-10-19T01:56:43Z","title":"Optimizing Individualized Incentives from Grid Measurements and Limited Knowledge of Agent Behavior"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.14936","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:e79012b19c159da8319feae7a892279c6316542a39b87ee57100507d91dd6a38","target":"record","created_at":"2026-07-05T09:22:46Z","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":"334ad47d3ec12f48a0f228860f95ec4462324f52df3b1e8fbd6d7dba806bf195","cross_cats_sorted":["cs.GT","cs.SY","math.OC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"eess.SY","submitted_at":"2024-10-19T01:56:43Z","title_canon_sha256":"545873b2719eb1d5c3d0fba3b89d49caa2b1ac566b3cc08fac1c6610efa175f7"},"schema_version":"1.0","source":{"id":"2410.14936","kind":"arxiv","version":1}},"canonical_sha256":"ec570911989fd335a88764c75a619e2588e323a4349ef88988a148eeaad9679c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ec570911989fd335a88764c75a619e2588e323a4349ef88988a148eeaad9679c","first_computed_at":"2026-07-05T09:22:46.681610Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:22:46.681610Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qAmrk8VWQQ0HjBPNSaP6XWLxB854G5c92of8+P5q7/18WJopZxqyIq9fAUOtAZYpIId9DXXn5vBHfXJyU73iCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:22:46.682103Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.14936","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e79012b19c159da8319feae7a892279c6316542a39b87ee57100507d91dd6a38","sha256:9e3adc307a431fe177d6e4020552ed5b3e1c0cab1270e70cc222b4ab6f456701"],"state_sha256":"5b634323be3ff3fcfa0aaca212f0c08cdde05e2d69ff579f99785912de5abdad"}