{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2019:VZKNSKRN6PAWV4IFZ7GYVX7D2T","short_pith_number":"pith:VZKNSKRN","canonical_record":{"source":{"id":"1905.01163","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2019-04-10T12:32:04Z","cross_cats_sorted":[],"title_canon_sha256":"656267a63f272c8237917a16dd14dc875624764a206c5bc260a52314c081461b","abstract_canon_sha256":"4f0224c7df429fe83db3a4e0b4ca5409ed49bd53e2012db07fc23fc04859c0d9"},"schema_version":"1.0"},"canonical_sha256":"ae54d92a2df3c16af105cfcd8adfe3d4e7dddf5ad3fed4cdd8369b85eee342ea","source":{"kind":"arxiv","id":"1905.01163","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1905.01163","created_at":"2026-05-17T23:47:06Z"},{"alias_kind":"arxiv_version","alias_value":"1905.01163v1","created_at":"2026-05-17T23:47:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1905.01163","created_at":"2026-05-17T23:47:06Z"},{"alias_kind":"pith_short_12","alias_value":"VZKNSKRN6PAW","created_at":"2026-05-18T12:33:30Z"},{"alias_kind":"pith_short_16","alias_value":"VZKNSKRN6PAWV4IF","created_at":"2026-05-18T12:33:30Z"},{"alias_kind":"pith_short_8","alias_value":"VZKNSKRN","created_at":"2026-05-18T12:33:30Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2019:VZKNSKRN6PAWV4IFZ7GYVX7D2T","target":"record","payload":{"canonical_record":{"source":{"id":"1905.01163","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2019-04-10T12:32:04Z","cross_cats_sorted":[],"title_canon_sha256":"656267a63f272c8237917a16dd14dc875624764a206c5bc260a52314c081461b","abstract_canon_sha256":"4f0224c7df429fe83db3a4e0b4ca5409ed49bd53e2012db07fc23fc04859c0d9"},"schema_version":"1.0"},"canonical_sha256":"ae54d92a2df3c16af105cfcd8adfe3d4e7dddf5ad3fed4cdd8369b85eee342ea","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-17T23:47:06.593995Z","signature_b64":"+UP2/IXMABjcOgzGne2LyuYgjsY4hzpZBc9ekhenQJ25/h6nC8kNpnsJGS20ettlN2cTxDdhl86AsDltp8xzDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ae54d92a2df3c16af105cfcd8adfe3d4e7dddf5ad3fed4cdd8369b85eee342ea","last_reissued_at":"2026-05-17T23:47:06.593344Z","signature_status":"signed_v1","first_computed_at":"2026-05-17T23:47:06.593344Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1905.01163","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":"2026-05-17T23:47:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3t1LX/xhMN+edmGLvQgjeRsu9xCs5qvp74ky8Ii3TC3+gzh41Rp6wk1G6LnNB0/gB7FwyTPlkxMSdk/MK6USBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-09T10:01:28.041932Z"},"content_sha256":"4f3d5d2d6e69f6d1bb8e43731cbc9f5e7850a1cded59c67544f18733c094b360","schema_version":"1.0","event_id":"sha256:4f3d5d2d6e69f6d1bb8e43731cbc9f5e7850a1cded59c67544f18733c094b360"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2019:VZKNSKRN6PAWV4IFZ7GYVX7D2T","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Charging control of electric vehicles using contextual bandits considering the electrical distribution grid","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.OH","authors_text":"Chris Kittl, Christian Rehtanz, Christian R\\\"omer, Johannes Hiry, Thomas Liebig","submitted_at":"2019-04-10T12:32:04Z","abstract_excerpt":"With the proliferation of electric vehicles, the electrical distribution grids are more prone to overloads. In this paper, we study an intelligent pricing and power control mechanism based on contextual bandits to provide incentives for distributing charging load and preventing network failure. The presented work combines the microscopic mobility simulator SUMO with electric network simulator SIMONA and thus produces reliable electrical distribution load values. Our experiments are carefully conducted under realistic conditions and reveal that conditional bandit learning outperforms context-fr"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1905.01163","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":"2026-05-17T23:47:06Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QXN/N33BGR9BWbo0gSCaCk81ueqGIUAF5KwtAjdlHOYkoE9q3qDrjfX977Pp3QlaZa4G6ypsb7hgr5kYE24XCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-06-09T10:01:28.042660Z"},"content_sha256":"2fd0deceabda670747c9993dd0eb599ddadfda7a9f8873af90cacf330fced3f8","schema_version":"1.0","event_id":"sha256:2fd0deceabda670747c9993dd0eb599ddadfda7a9f8873af90cacf330fced3f8"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/VZKNSKRN6PAWV4IFZ7GYVX7D2T/bundle.json","state_url":"https://pith.science/pith/VZKNSKRN6PAWV4IFZ7GYVX7D2T/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/VZKNSKRN6PAWV4IFZ7GYVX7D2T/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":"2026-06-09T10:01:28Z","links":{"resolver":"https://pith.science/pith/VZKNSKRN6PAWV4IFZ7GYVX7D2T","bundle":"https://pith.science/pith/VZKNSKRN6PAWV4IFZ7GYVX7D2T/bundle.json","state":"https://pith.science/pith/VZKNSKRN6PAWV4IFZ7GYVX7D2T/state.json","well_known_bundle":"https://pith.science/.well-known/pith/VZKNSKRN6PAWV4IFZ7GYVX7D2T/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:VZKNSKRN6PAWV4IFZ7GYVX7D2T","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":"4f0224c7df429fe83db3a4e0b4ca5409ed49bd53e2012db07fc23fc04859c0d9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2019-04-10T12:32:04Z","title_canon_sha256":"656267a63f272c8237917a16dd14dc875624764a206c5bc260a52314c081461b"},"schema_version":"1.0","source":{"id":"1905.01163","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1905.01163","created_at":"2026-05-17T23:47:06Z"},{"alias_kind":"arxiv_version","alias_value":"1905.01163v1","created_at":"2026-05-17T23:47:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1905.01163","created_at":"2026-05-17T23:47:06Z"},{"alias_kind":"pith_short_12","alias_value":"VZKNSKRN6PAW","created_at":"2026-05-18T12:33:30Z"},{"alias_kind":"pith_short_16","alias_value":"VZKNSKRN6PAWV4IF","created_at":"2026-05-18T12:33:30Z"},{"alias_kind":"pith_short_8","alias_value":"VZKNSKRN","created_at":"2026-05-18T12:33:30Z"}],"graph_snapshots":[{"event_id":"sha256:2fd0deceabda670747c9993dd0eb599ddadfda7a9f8873af90cacf330fced3f8","target":"graph","created_at":"2026-05-17T23:47:06Z","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":"With the proliferation of electric vehicles, the electrical distribution grids are more prone to overloads. In this paper, we study an intelligent pricing and power control mechanism based on contextual bandits to provide incentives for distributing charging load and preventing network failure. The presented work combines the microscopic mobility simulator SUMO with electric network simulator SIMONA and thus produces reliable electrical distribution load values. Our experiments are carefully conducted under realistic conditions and reveal that conditional bandit learning outperforms context-fr","authors_text":"Chris Kittl, Christian Rehtanz, Christian R\\\"omer, Johannes Hiry, Thomas Liebig","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2019-04-10T12:32:04Z","title":"Charging control of electric vehicles using contextual bandits considering the electrical distribution grid"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1905.01163","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":"sha256:4f3d5d2d6e69f6d1bb8e43731cbc9f5e7850a1cded59c67544f18733c094b360","target":"record","created_at":"2026-05-17T23:47:06Z","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":"4f0224c7df429fe83db3a4e0b4ca5409ed49bd53e2012db07fc23fc04859c0d9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2019-04-10T12:32:04Z","title_canon_sha256":"656267a63f272c8237917a16dd14dc875624764a206c5bc260a52314c081461b"},"schema_version":"1.0","source":{"id":"1905.01163","kind":"arxiv","version":1}},"canonical_sha256":"ae54d92a2df3c16af105cfcd8adfe3d4e7dddf5ad3fed4cdd8369b85eee342ea","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ae54d92a2df3c16af105cfcd8adfe3d4e7dddf5ad3fed4cdd8369b85eee342ea","first_computed_at":"2026-05-17T23:47:06.593344Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:47:06.593344Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+UP2/IXMABjcOgzGne2LyuYgjsY4hzpZBc9ekhenQJ25/h6nC8kNpnsJGS20ettlN2cTxDdhl86AsDltp8xzDg==","signature_status":"signed_v1","signed_at":"2026-05-17T23:47:06.593995Z","signed_message":"canonical_sha256_bytes"},"source_id":"1905.01163","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4f3d5d2d6e69f6d1bb8e43731cbc9f5e7850a1cded59c67544f18733c094b360","sha256:2fd0deceabda670747c9993dd0eb599ddadfda7a9f8873af90cacf330fced3f8"],"state_sha256":"944844647e0099f0d01dd25341e2498444ed9317865fd41d89bf7e7dd747b559"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"shrfUN3CoWbCXF5xM6yC30bauowBtMzB5+ZrmPAH8t+qW+qoAgY4ArXFlnmN6kgjvtrmwiR8zV1QgA1QnSOGDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-06-09T10:01:28.046761Z","bundle_sha256":"4b8397a97beeec6954b4b2e4f213ea85856b0450309ee0a60aa4b0fb1bfd4efe"}}