{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2016:RPEYMNHDUXECHRDZPEZDGRREPN","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":"acbc940b9ed843ea865c36496188f723bd8700d98afb9c983abb60cfba1bdd3e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2016-02-11T17:26:48Z","title_canon_sha256":"f24f0f6676d8b2612cfc1a0cad8ee4026a93e7318baa1d38ce59ea7914318f97"},"schema_version":"1.0","source":{"id":"1602.03796","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1602.03796","created_at":"2026-05-18T01:20:56Z"},{"alias_kind":"arxiv_version","alias_value":"1602.03796v1","created_at":"2026-05-18T01:20:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1602.03796","created_at":"2026-05-18T01:20:56Z"},{"alias_kind":"pith_short_12","alias_value":"RPEYMNHDUXEC","created_at":"2026-05-18T12:30:41Z"},{"alias_kind":"pith_short_16","alias_value":"RPEYMNHDUXECHRDZ","created_at":"2026-05-18T12:30:41Z"},{"alias_kind":"pith_short_8","alias_value":"RPEYMNHD","created_at":"2026-05-18T12:30:41Z"}],"graph_snapshots":[{"event_id":"sha256:2aa481d8c74662e197f62d34a32432d30c8460821be45057641432b5cb3b10bc","target":"graph","created_at":"2026-05-18T01:20:56Z","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"},"paper":{"abstract_excerpt":"Repetitive Scenario Design (RSD) is a randomized approach to robust design based on iterating two phases: a standard scenario design phase that uses $N$ scenarios (design samples), followed by randomized feasibility phase that uses $N_o$ test samples on the scenario solution. We give a full and exact probabilistic characterization of the number of iterations required by the RSD approach for returning a solution, as a function of $N$, $N_o$, and of the desired levels of probabilistic robustness in the solution. This novel approach broadens the applicability of the scenario technology, since the","authors_text":"Giuseppe C. Calafiore","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2016-02-11T17:26:48Z","title":"On Repetitive Scenario Design"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1602.03796","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:a037c3c56b3af84135427da87d7ab2014cbf88d3f63365f765c0dfd4d3f2c840","target":"record","created_at":"2026-05-18T01:20:56Z","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":"acbc940b9ed843ea865c36496188f723bd8700d98afb9c983abb60cfba1bdd3e","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SY","submitted_at":"2016-02-11T17:26:48Z","title_canon_sha256":"f24f0f6676d8b2612cfc1a0cad8ee4026a93e7318baa1d38ce59ea7914318f97"},"schema_version":"1.0","source":{"id":"1602.03796","kind":"arxiv","version":1}},"canonical_sha256":"8bc98634e3a5c823c47979323346247b6c56b5d4dcc16b6d5438426e5746481f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8bc98634e3a5c823c47979323346247b6c56b5d4dcc16b6d5438426e5746481f","first_computed_at":"2026-05-18T01:20:56.552990Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:20:56.552990Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"+GAJiTBW+ZrtGM8jD+NMlCRGxrjgnMtoBnhiTrlMt/BCJ8q1+n98p5RRgrPiEiEeBmN3j/SpeqXGhc+5VxL5Dg==","signature_status":"signed_v1","signed_at":"2026-05-18T01:20:56.553478Z","signed_message":"canonical_sha256_bytes"},"source_id":"1602.03796","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a037c3c56b3af84135427da87d7ab2014cbf88d3f63365f765c0dfd4d3f2c840","sha256:2aa481d8c74662e197f62d34a32432d30c8460821be45057641432b5cb3b10bc"],"state_sha256":"420414766082fe8b74350fd05a58df4c25d39d47e7b178bdd021f196d8306947"}