{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:VT63DOYAGYTBBDFYYTC3TX7EFK","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":"42f73739f7c63ad516acc867b71cee31ac79a833b8879a547203b986a79fcbac","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-08-15T07:25:52Z","title_canon_sha256":"6a13d0a8e3e35fd16c3c7ded03accf45a103cf23d86913e5c8879a826ca90a45"},"schema_version":"1.0","source":{"id":"2408.07986","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.07986","created_at":"2026-07-05T08:55:42Z"},{"alias_kind":"arxiv_version","alias_value":"2408.07986v1","created_at":"2026-07-05T08:55:42Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.07986","created_at":"2026-07-05T08:55:42Z"},{"alias_kind":"pith_short_12","alias_value":"VT63DOYAGYTB","created_at":"2026-07-05T08:55:42Z"},{"alias_kind":"pith_short_16","alias_value":"VT63DOYAGYTBBDFY","created_at":"2026-07-05T08:55:42Z"},{"alias_kind":"pith_short_8","alias_value":"VT63DOYA","created_at":"2026-07-05T08:55:42Z"}],"graph_snapshots":[{"event_id":"sha256:8f17beff8238f038762dff8ac1c5b00e205472c1e03e2b3d5a2550f6c4e30d59","target":"graph","created_at":"2026-07-05T08:55:42Z","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/2408.07986/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Reinforcement learning (RL) techniques have been increasingly investigated for dynamic HVAC control in buildings. However, most studies focus on exploring solutions in online or off-policy scenarios without discussing in detail the implementation feasibility or effectiveness of dealing with purely offline datasets or trajectories. The lack of these works limits the real-world deployment of RL-based HVAC controllers, especially considering the abundance of historical data. To this end, this paper comprehensively evaluates the strengths and limitations of state-of-the-art offline RL algorithms b","authors_text":"Jun Wang, Linyan Li, Qi Liu, Yu Yang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-08-15T07:25:52Z","title":"Experimental evaluation of offline reinforcement learning for HVAC control in buildings"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.07986","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":"sha256:7e61830759bd74afd0d92fc60d725baee6dd50581efd32c18079bde83ac32fac","target":"record","created_at":"2026-07-05T08:55:42Z","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":"42f73739f7c63ad516acc867b71cee31ac79a833b8879a547203b986a79fcbac","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-08-15T07:25:52Z","title_canon_sha256":"6a13d0a8e3e35fd16c3c7ded03accf45a103cf23d86913e5c8879a826ca90a45"},"schema_version":"1.0","source":{"id":"2408.07986","kind":"arxiv","version":1}},"canonical_sha256":"acfdb1bb003626108cb8c4c5b9dfe42aa79e92fdc917396d8199aba860310d6e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"acfdb1bb003626108cb8c4c5b9dfe42aa79e92fdc917396d8199aba860310d6e","first_computed_at":"2026-07-05T08:55:42.870756Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:55:42.870756Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8AUu1ou5VxY3vV7+raiEOmKdQrCKejpz8kbm+TxRcbfgzFRUXsUF6+KSkCHQhUkyEOasCRhpyh90mpzo1HizDg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:55:42.871175Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.07986","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7e61830759bd74afd0d92fc60d725baee6dd50581efd32c18079bde83ac32fac","sha256:8f17beff8238f038762dff8ac1c5b00e205472c1e03e2b3d5a2550f6c4e30d59"],"state_sha256":"541a62d4b00f8482b8d11583d333f9e1fd494084b0ab8836576dc3f28fd2a17d"}