{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2016:PNQC643TPASFQ3X7XRWSLCGG4A","short_pith_number":"pith:PNQC643T","canonical_record":{"source":{"id":"1612.04721","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2016-12-12T14:51:03Z","cross_cats_sorted":["cs.PF"],"title_canon_sha256":"055b9806a0e120222278afc7372d0bae5a0a27cfbe0e009bb6dfd5a71b801564","abstract_canon_sha256":"9dd6b8cfce96b6bb172061146189695102dad6f54b1232f5568a83c921ae8de5"},"schema_version":"1.0"},"canonical_sha256":"7b602f73737824586effbc6d2588c6e018700e0159872584def286c5a7fce6c3","source":{"kind":"arxiv","id":"1612.04721","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1612.04721","created_at":"2026-05-18T00:54:58Z"},{"alias_kind":"arxiv_version","alias_value":"1612.04721v1","created_at":"2026-05-18T00:54:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1612.04721","created_at":"2026-05-18T00:54:58Z"},{"alias_kind":"pith_short_12","alias_value":"PNQC643TPASF","created_at":"2026-05-18T12:30:39Z"},{"alias_kind":"pith_short_16","alias_value":"PNQC643TPASFQ3X7","created_at":"2026-05-18T12:30:39Z"},{"alias_kind":"pith_short_8","alias_value":"PNQC643T","created_at":"2026-05-18T12:30:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2016:PNQC643TPASFQ3X7XRWSLCGG4A","target":"record","payload":{"canonical_record":{"source":{"id":"1612.04721","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2016-12-12T14:51:03Z","cross_cats_sorted":["cs.PF"],"title_canon_sha256":"055b9806a0e120222278afc7372d0bae5a0a27cfbe0e009bb6dfd5a71b801564","abstract_canon_sha256":"9dd6b8cfce96b6bb172061146189695102dad6f54b1232f5568a83c921ae8de5"},"schema_version":"1.0"},"canonical_sha256":"7b602f73737824586effbc6d2588c6e018700e0159872584def286c5a7fce6c3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:54:58.753149Z","signature_b64":"fEE5vUbAr8BgoItKFAOVN9xQy9DA1INlXx4INXHWhn3RemRcW3vesaO8T3MYfK879cFue9/nhn2KUflMR19cAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"7b602f73737824586effbc6d2588c6e018700e0159872584def286c5a7fce6c3","last_reissued_at":"2026-05-18T00:54:58.752550Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:54:58.752550Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1612.04721","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":"2026-05-18T00:54:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uggb2R56Gv1+ouGpK9GuX3qD4v3owYVgY7w0bGpZoaicEg6fjge5tIuXWf9EfZPDoANuwdXT4isLJMyu9PtIDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-05T17:36:11.520264Z"},"content_sha256":"5e0621c56e9ddf8edc5da8e8f7917c20165cd12e8a45b6283c730e41810fb42f","schema_version":"1.0","event_id":"sha256:5e0621c56e9ddf8edc5da8e8f7917c20165cd12e8a45b6283c730e41810fb42f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2016:PNQC643TPASFQ3X7XRWSLCGG4A","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Dissecting demand response mechanisms: the role of consumption forecasts and personalized offers","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.PF"],"primary_cat":"math.OC","authors_text":"Alberto Benegiamo (MAESTRO), Giovanni Neglia (MAESTRO), Patrick Loiseau","submitted_at":"2016-12-12T14:51:03Z","abstract_excerpt":"Demand-Response (DR) programs, whereby users of an electricity network are encouraged by economic incentives to rearrange their consumption in order to reduce production costs, are envisioned to be a key feature of the smart grid paradigm. Several recent works proposed DR mechanisms and used analytical models to derive optimal incentives. Most of these works, however, rely on a macroscopic description of the population that does not model individual choices of users. In this paper, we conduct a detailed analysis of those models and we argue that the macroscopic descriptions hide important assu"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1612.04721","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":""},"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":"2026-05-18T00:54:58Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fuww5bntTcAszml4XuKt8rJ5wHwlVY6w4I82Sb9dCMSoMb+eoxo0DCVgnaPkADR9vWvB4PHUtntX6nORWMp/Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-05T17:36:11.520641Z"},"content_sha256":"a0db8d7644cdf34c88a076a8a70325789b9f7f0393af23581bbe02a816e4ea4f","schema_version":"1.0","event_id":"sha256:a0db8d7644cdf34c88a076a8a70325789b9f7f0393af23581bbe02a816e4ea4f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/PNQC643TPASFQ3X7XRWSLCGG4A/bundle.json","state_url":"https://pith.science/pith/PNQC643TPASFQ3X7XRWSLCGG4A/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/PNQC643TPASFQ3X7XRWSLCGG4A/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":"2026-06-05T17:36:11Z","links":{"resolver":"https://pith.science/pith/PNQC643TPASFQ3X7XRWSLCGG4A","bundle":"https://pith.science/pith/PNQC643TPASFQ3X7XRWSLCGG4A/bundle.json","state":"https://pith.science/pith/PNQC643TPASFQ3X7XRWSLCGG4A/state.json","well_known_bundle":"https://pith.science/.well-known/pith/PNQC643TPASFQ3X7XRWSLCGG4A/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:PNQC643TPASFQ3X7XRWSLCGG4A","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":"9dd6b8cfce96b6bb172061146189695102dad6f54b1232f5568a83c921ae8de5","cross_cats_sorted":["cs.PF"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2016-12-12T14:51:03Z","title_canon_sha256":"055b9806a0e120222278afc7372d0bae5a0a27cfbe0e009bb6dfd5a71b801564"},"schema_version":"1.0","source":{"id":"1612.04721","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1612.04721","created_at":"2026-05-18T00:54:58Z"},{"alias_kind":"arxiv_version","alias_value":"1612.04721v1","created_at":"2026-05-18T00:54:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1612.04721","created_at":"2026-05-18T00:54:58Z"},{"alias_kind":"pith_short_12","alias_value":"PNQC643TPASF","created_at":"2026-05-18T12:30:39Z"},{"alias_kind":"pith_short_16","alias_value":"PNQC643TPASFQ3X7","created_at":"2026-05-18T12:30:39Z"},{"alias_kind":"pith_short_8","alias_value":"PNQC643T","created_at":"2026-05-18T12:30:39Z"}],"graph_snapshots":[{"event_id":"sha256:a0db8d7644cdf34c88a076a8a70325789b9f7f0393af23581bbe02a816e4ea4f","target":"graph","created_at":"2026-05-18T00:54:58Z","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":"Demand-Response (DR) programs, whereby users of an electricity network are encouraged by economic incentives to rearrange their consumption in order to reduce production costs, are envisioned to be a key feature of the smart grid paradigm. Several recent works proposed DR mechanisms and used analytical models to derive optimal incentives. Most of these works, however, rely on a macroscopic description of the population that does not model individual choices of users. In this paper, we conduct a detailed analysis of those models and we argue that the macroscopic descriptions hide important assu","authors_text":"Alberto Benegiamo (MAESTRO), Giovanni Neglia (MAESTRO), Patrick Loiseau","cross_cats":["cs.PF"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2016-12-12T14:51:03Z","title":"Dissecting demand response mechanisms: the role of consumption forecasts and personalized offers"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1612.04721","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":"sha256:5e0621c56e9ddf8edc5da8e8f7917c20165cd12e8a45b6283c730e41810fb42f","target":"record","created_at":"2026-05-18T00:54:58Z","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":"9dd6b8cfce96b6bb172061146189695102dad6f54b1232f5568a83c921ae8de5","cross_cats_sorted":["cs.PF"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"math.OC","submitted_at":"2016-12-12T14:51:03Z","title_canon_sha256":"055b9806a0e120222278afc7372d0bae5a0a27cfbe0e009bb6dfd5a71b801564"},"schema_version":"1.0","source":{"id":"1612.04721","kind":"arxiv","version":1}},"canonical_sha256":"7b602f73737824586effbc6d2588c6e018700e0159872584def286c5a7fce6c3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7b602f73737824586effbc6d2588c6e018700e0159872584def286c5a7fce6c3","first_computed_at":"2026-05-18T00:54:58.752550Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:54:58.752550Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"fEE5vUbAr8BgoItKFAOVN9xQy9DA1INlXx4INXHWhn3RemRcW3vesaO8T3MYfK879cFue9/nhn2KUflMR19cAA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:54:58.753149Z","signed_message":"canonical_sha256_bytes"},"source_id":"1612.04721","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:5e0621c56e9ddf8edc5da8e8f7917c20165cd12e8a45b6283c730e41810fb42f","sha256:a0db8d7644cdf34c88a076a8a70325789b9f7f0393af23581bbe02a816e4ea4f"],"state_sha256":"e66a2c9adc60cd73f1771ebacf8b4a577ab888ebb2b7ed410a7cfaa06c279ecc"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sssXz25yVwXnRNvjqk090FrqWlt0HupwBxefyatqTb3eEO1W4AkBaanISHjHg0lXls6eK+4lv9RrNihllXdsCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-05T17:36:11.522665Z","bundle_sha256":"72dd48c10e6b8d7d7c91fd9d3375e75f900525020deddbccebcfbf2d0cb7fb63"}}