{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2015:7NGWM7QVXS6OLWNX5TYJ47BTXJ","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":"9ce95a0606242076ef4132a0c955605ea51332f688d60d27d5b88be420461dd6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.EP","submitted_at":"2015-11-26T10:03:56Z","title_canon_sha256":"1b03ade00a870e75c82457d3fbba901574f6ba7a24945c731ebbd9ef0d028067"},"schema_version":"1.0","source":{"id":"1511.08339","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1511.08339","created_at":"2026-05-18T01:17:18Z"},{"alias_kind":"arxiv_version","alias_value":"1511.08339v2","created_at":"2026-05-18T01:17:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1511.08339","created_at":"2026-05-18T01:17:18Z"},{"alias_kind":"pith_short_12","alias_value":"7NGWM7QVXS6O","created_at":"2026-05-18T12:29:10Z"},{"alias_kind":"pith_short_16","alias_value":"7NGWM7QVXS6OLWNX","created_at":"2026-05-18T12:29:10Z"},{"alias_kind":"pith_short_8","alias_value":"7NGWM7QV","created_at":"2026-05-18T12:29:10Z"}],"graph_snapshots":[{"event_id":"sha256:70afcf73e92d6f5621f204303192efcb2ff9ed9bdf06027dea250d887c7362e7","target":"graph","created_at":"2026-05-18T01:17:18Z","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":"Here we introduce the RobERt (Robotic Exoplanet Recognition) algorithm for the classification of exoplanetary emission spectra. Spectral retrievals of exoplanetary atmospheres frequently requires the preselection of molecular/atomic opacities to be defined by the user. In the era of open-source, automated and self-sufficient retrieval algorithms, manual input should be avoided. User dependent input could, in worst case scenarios, lead to incomplete models and biases in the retrieval. The RobERt algorithm is based on deep belief neural (DBN) networks trained to accurately recognise molecular si","authors_text":"I. P. Waldmann","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.EP","submitted_at":"2015-11-26T10:03:56Z","title":"Dreaming of atmospheres"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1511.08339","kind":"arxiv","version":2},"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":"sha256:8a6ca3a9b2a08622c8531cf4d17f6b18bdc8617d99fbb077e0f17152e990fa7e","target":"record","created_at":"2026-05-18T01:17:18Z","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":"9ce95a0606242076ef4132a0c955605ea51332f688d60d27d5b88be420461dd6","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.EP","submitted_at":"2015-11-26T10:03:56Z","title_canon_sha256":"1b03ade00a870e75c82457d3fbba901574f6ba7a24945c731ebbd9ef0d028067"},"schema_version":"1.0","source":{"id":"1511.08339","kind":"arxiv","version":2}},"canonical_sha256":"fb4d667e15bcbce5d9b7ecf09e7c33ba50422f16fa643b054f288d8ea6caa347","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fb4d667e15bcbce5d9b7ecf09e7c33ba50422f16fa643b054f288d8ea6caa347","first_computed_at":"2026-05-18T01:17:18.214457Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:17:18.214457Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"N830HUJbIsU1hopmKLTlWZHXP8rxiMDzbf0b2QyZHeleS23VPnet9Bnn4if0sLoWkxsp01cK2AZ5V0xeZk1qBQ==","signature_status":"signed_v1","signed_at":"2026-05-18T01:17:18.214867Z","signed_message":"canonical_sha256_bytes"},"source_id":"1511.08339","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8a6ca3a9b2a08622c8531cf4d17f6b18bdc8617d99fbb077e0f17152e990fa7e","sha256:70afcf73e92d6f5621f204303192efcb2ff9ed9bdf06027dea250d887c7362e7"],"state_sha256":"da7026ab1d54bd458f82920b022ff253ea5daf253034411f8eb3eb1cda3c1490"}