{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:Q47YUO423LT6PV77QKA6E7LQPH","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":"bcbca32c6cd458a247ffb792bbd2631844cc513620554eed00e458cfb40ad7d1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-05-21T15:16:41Z","title_canon_sha256":"1724326f53a57d996ae35f76e02f3c69a775b10c125b29393525259147e48566"},"schema_version":"1.0","source":{"id":"2505.15631","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.15631","created_at":"2026-07-05T11:06:56Z"},{"alias_kind":"arxiv_version","alias_value":"2505.15631v1","created_at":"2026-07-05T11:06:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.15631","created_at":"2026-07-05T11:06:56Z"},{"alias_kind":"pith_short_12","alias_value":"Q47YUO423LT6","created_at":"2026-07-05T11:06:56Z"},{"alias_kind":"pith_short_16","alias_value":"Q47YUO423LT6PV77","created_at":"2026-07-05T11:06:56Z"},{"alias_kind":"pith_short_8","alias_value":"Q47YUO42","created_at":"2026-07-05T11:06:56Z"}],"graph_snapshots":[{"event_id":"sha256:ac9a6e7990feb106745d9e6ef84a1c78693eb74e09e432b8723e9fc13cbf7169","target":"graph","created_at":"2026-07-05T11:06:56Z","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/2505.15631/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Neural Architecture Search (NAS) accelerates progress in deep learning through systematic refinement of model architectures. The downside is increasingly large energy consumption during the search process. Surrogate-based benchmarking mitigates the cost of full training by querying a pre-trained surrogate to obtain an estimate for the quality of the model. Specifically, energy-aware benchmarking aims to make it possible for NAS to favourably trade off model energy consumption against accuracy. Towards this end, we propose three design principles for such energy-aware benchmarks: (i) reliable p","authors_text":"Christian Wassermann, Holger Hoos, Jonas Seng, Kristian Kersting, Leona Hennig, Marius Lindauer, Matthias M\\\"uller, Nick Kocher","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-05-21T15:16:41Z","title":"Guidelines for the Quality Assessment of Energy-Aware NAS Benchmarks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.15631","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:b7ec1fda5a2b96f383419c9089512602b287bdd8cb35e4ff8b45b7b022561315","target":"record","created_at":"2026-07-05T11:06:56Z","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":"bcbca32c6cd458a247ffb792bbd2631844cc513620554eed00e458cfb40ad7d1","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-05-21T15:16:41Z","title_canon_sha256":"1724326f53a57d996ae35f76e02f3c69a775b10c125b29393525259147e48566"},"schema_version":"1.0","source":{"id":"2505.15631","kind":"arxiv","version":1}},"canonical_sha256":"873f8a3b9adae7e7d7ff8281e27d7079e4c9d3f20861511e960c493be31ab427","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"873f8a3b9adae7e7d7ff8281e27d7079e4c9d3f20861511e960c493be31ab427","first_computed_at":"2026-07-05T11:06:56.908148Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:06:56.908148Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"UMcrAbwuMVV0TxE+yGFCrLRBLFef9v6yhSH/aAMHmpQAf296mT9nhyoV6UVDrVbVx4f4LXnZWG/n2HLTkXYRBg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:06:56.908632Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.15631","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b7ec1fda5a2b96f383419c9089512602b287bdd8cb35e4ff8b45b7b022561315","sha256:ac9a6e7990feb106745d9e6ef84a1c78693eb74e09e432b8723e9fc13cbf7169"],"state_sha256":"2076f38e374c13a6519c9e81d27b4f8163ba9a62f52d23092fbfa4af9aeac1c1"}