{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:5TSWK4JA5OTSF6HXPJJDDERG2T","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":"66203dcdb129efbb343db278da27497d0682de155ea2d7990f1386ae73ab5e7a","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2017-06-02T22:35:41Z","title_canon_sha256":"869815e0bfbbcc909c7e13efaf9bfbe98e35cb2ab6205c83d4b88bc906656714"},"schema_version":"1.0","source":{"id":"1706.00868","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1706.00868","created_at":"2026-05-18T00:24:04Z"},{"alias_kind":"arxiv_version","alias_value":"1706.00868v3","created_at":"2026-05-18T00:24:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1706.00868","created_at":"2026-05-18T00:24:04Z"},{"alias_kind":"pith_short_12","alias_value":"5TSWK4JA5OTS","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_16","alias_value":"5TSWK4JA5OTSF6HX","created_at":"2026-05-18T12:31:00Z"},{"alias_kind":"pith_short_8","alias_value":"5TSWK4JA","created_at":"2026-05-18T12:31:00Z"}],"graph_snapshots":[{"event_id":"sha256:cbb7fc9dc0b3ec989cf260bf9e1b482f0f7d4d6676b1bf026a4807991438e939","target":"graph","created_at":"2026-05-18T00:24:04Z","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":"How useful can machine learning be in a quantum laboratory? Here we raise the question of the potential of intelligent machines in the context of scientific research. A major motivation for the present work is the unknown reachability of various entanglement classes in quantum experiments. We investigate this question by using the projective simulation model, a physics-oriented approach to artificial intelligence. In our approach, the projective simulation system is challenged to design complex photonic quantum experiments that produce high-dimensional entangled multiphoton states, which are o","authors_text":"Alexey A. Melnikov, Anton Zeilinger, Hans J. Briegel, Hendrik Poulsen Nautrup, Mario Krenn, Markus Tiersch, Vedran Dunjko","cross_cats":["cs.AI","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2017-06-02T22:35:41Z","title":"Active learning machine learns to create new quantum experiments"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1706.00868","kind":"arxiv","version":3},"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":"sha256:97b514691e31fd18350aa2ac16ffa20af815a3667c22c919cf2b60c9fd915397","target":"record","created_at":"2026-05-18T00:24:04Z","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":"66203dcdb129efbb343db278da27497d0682de155ea2d7990f1386ae73ab5e7a","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2017-06-02T22:35:41Z","title_canon_sha256":"869815e0bfbbcc909c7e13efaf9bfbe98e35cb2ab6205c83d4b88bc906656714"},"schema_version":"1.0","source":{"id":"1706.00868","kind":"arxiv","version":3}},"canonical_sha256":"ece5657120eba722f8f77a52319226d4e1c8c71fb669ed983538f48b4d9f83da","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ece5657120eba722f8f77a52319226d4e1c8c71fb669ed983538f48b4d9f83da","first_computed_at":"2026-05-18T00:24:04.404422Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:24:04.404422Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"D2/+9Dz1/KjnNP4t+Q6co89elLfb310aj6jbx3ZNS2FqdPxhu1lrSljsVpf1T2EcbCb9f55X3zwFNApfj90bBw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:24:04.405000Z","signed_message":"canonical_sha256_bytes"},"source_id":"1706.00868","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:97b514691e31fd18350aa2ac16ffa20af815a3667c22c919cf2b60c9fd915397","sha256:cbb7fc9dc0b3ec989cf260bf9e1b482f0f7d4d6676b1bf026a4807991438e939"],"state_sha256":"a61014620cdaee1f8051b7e316f5a6091d7625489cb7305f897de59219efe7f8"}