{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:2IWSC26NTDHOTLX2CJKZCP47XF","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":"98ebd26dd7668da11fcca0d40caf07d03406037b39b9146a735a05f791875068","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-29T13:59:33Z","title_canon_sha256":"64005092bda36345896142100de8e8e6290d65fa33a00db80af162800b6514bd"},"schema_version":"1.0","source":{"id":"2606.30316","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.30316","created_at":"2026-06-30T02:17:59Z"},{"alias_kind":"arxiv_version","alias_value":"2606.30316v1","created_at":"2026-06-30T02:17:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.30316","created_at":"2026-06-30T02:17:59Z"},{"alias_kind":"pith_short_12","alias_value":"2IWSC26NTDHO","created_at":"2026-06-30T02:17:59Z"},{"alias_kind":"pith_short_16","alias_value":"2IWSC26NTDHOTLX2","created_at":"2026-06-30T02:17:59Z"},{"alias_kind":"pith_short_8","alias_value":"2IWSC26N","created_at":"2026-06-30T02:17:59Z"}],"graph_snapshots":[{"event_id":"sha256:6e6c83be0e5c7f942552ffbbe6082ffa218a218c6e580a0af93ca60778c5c8e1","target":"graph","created_at":"2026-06-30T02:17:59Z","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/2606.30316/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper studies Reinforcement Learning as an online controller for curtailment-aware workload shifting in wind-turbine-integrated high-performance computing (HPC) data centers. We introduce a reproducible fixed-day simulation framework with synthetic wind and price signals and delayed completion feedback, designed to be extensible toward more complex scenarios. As a controlled benchmarking basis, we then focus on the minimal case with one wind turbine and one co-located data center. In this setting, pure Reinforcement Learning exhibits a pronounced credit-assignment problem and tends to und","authors_text":"Alexander Kilian, Hermann de Meer, Jan Stenner, Sebastian Peitz","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-29T13:59:33Z","title":"Toward an Energy-Optimized Operation of Data Centers Located in Wind Farms Using Reinforcement Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.30316","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":"sha256:9fcd73a9373bef3c0b1d35bbd4c48c0540c7ccb3b75ce8a6e90ae9bda5ba34ee","target":"record","created_at":"2026-06-30T02:17:59Z","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":"98ebd26dd7668da11fcca0d40caf07d03406037b39b9146a735a05f791875068","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-29T13:59:33Z","title_canon_sha256":"64005092bda36345896142100de8e8e6290d65fa33a00db80af162800b6514bd"},"schema_version":"1.0","source":{"id":"2606.30316","kind":"arxiv","version":1}},"canonical_sha256":"d22d216bcd98cee9aefa1255913f9fb96f48f95b49bb8743724338d2ad4c2260","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d22d216bcd98cee9aefa1255913f9fb96f48f95b49bb8743724338d2ad4c2260","first_computed_at":"2026-06-30T02:17:59.034824Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-30T02:17:59.034824Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"qEVJgih6yQ+pEjPFoCYHVl9wO7NAoY/CV+AO8OK2fc02JNmGANTUThymW5D7uyiizsFngFwzOUiCYOBFj4dkAA==","signature_status":"signed_v1","signed_at":"2026-06-30T02:17:59.035558Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.30316","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9fcd73a9373bef3c0b1d35bbd4c48c0540c7ccb3b75ce8a6e90ae9bda5ba34ee","sha256:6e6c83be0e5c7f942552ffbbe6082ffa218a218c6e580a0af93ca60778c5c8e1"],"state_sha256":"9a1f8ce6815eb4bdf4ffbbc81fbc89ce2ad91909226a0c381ad1883ed848ab8f"}