{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:MJTZMWWZAVAP5NYEKVWXCSKBMA","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":"671e896c60f1e7a62bd5e9fe1f5b21d443704f95dbd4c47246c70521a89a72a5","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-06T00:59:20Z","title_canon_sha256":"c6092627f50559d4ab25b6a5455ef8d8dcb36d7833aff0533be2038fcc4a015e"},"schema_version":"1.0","source":{"id":"1911.02156","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.02156","created_at":"2026-07-05T00:44:41Z"},{"alias_kind":"arxiv_version","alias_value":"1911.02156v2","created_at":"2026-07-05T00:44:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.02156","created_at":"2026-07-05T00:44:41Z"},{"alias_kind":"pith_short_12","alias_value":"MJTZMWWZAVAP","created_at":"2026-07-05T00:44:41Z"},{"alias_kind":"pith_short_16","alias_value":"MJTZMWWZAVAP5NYE","created_at":"2026-07-05T00:44:41Z"},{"alias_kind":"pith_short_8","alias_value":"MJTZMWWZ","created_at":"2026-07-05T00:44:41Z"}],"graph_snapshots":[{"event_id":"sha256:770f68c7d2661461b5a6bc0fe236a7446bebe3441f5ad4ce182d17ec5b99b38a","target":"graph","created_at":"2026-07-05T00:44:41Z","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/1911.02156/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The design and performance analysis of bandit algorithms in the presence of stage-wise safety or reliability constraints has recently garnered significant interest. In this work, we consider the linear stochastic bandit problem under additional \\textit{linear safety constraints} that need to be satisfied at each round. We provide a new safe algorithm based on linear Thompson Sampling (TS) for this problem and show a frequentist regret of order $\\mathcal{O} (d^{3/2}\\log^{1/2}d \\cdot T^{1/2}\\log^{3/2}T)$, which remarkably matches the results provided by (Abeille et al., 2017) for the standard li","authors_text":"Ahmadreza Moradipari, Christos Thrampoulidis, Mahnoosh Alizadeh, Sanae Amani","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-06T00:59:20Z","title":"Safe Linear Thompson Sampling with Side Information"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.02156","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:edabf64435c9e7199631972ac868e0becee54f918835d8d9f4b18e749c9cadb5","target":"record","created_at":"2026-07-05T00:44:41Z","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":"671e896c60f1e7a62bd5e9fe1f5b21d443704f95dbd4c47246c70521a89a72a5","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-06T00:59:20Z","title_canon_sha256":"c6092627f50559d4ab25b6a5455ef8d8dcb36d7833aff0533be2038fcc4a015e"},"schema_version":"1.0","source":{"id":"1911.02156","kind":"arxiv","version":2}},"canonical_sha256":"6267965ad90540feb704556d714941601c6934941ba4aaca7dbbb3c36cd2cdef","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6267965ad90540feb704556d714941601c6934941ba4aaca7dbbb3c36cd2cdef","first_computed_at":"2026-07-05T00:44:41.258217Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:44:41.258217Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Bhe87LeCscI8WmkL3+ynstdttotibZP6pQjjJVIaE7sSJxcp1sOF3s+Hh8BQsN5Ba2LR+/V0TxAI1BOTaNJEDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T00:44:41.258682Z","signed_message":"canonical_sha256_bytes"},"source_id":"1911.02156","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:edabf64435c9e7199631972ac868e0becee54f918835d8d9f4b18e749c9cadb5","sha256:770f68c7d2661461b5a6bc0fe236a7446bebe3441f5ad4ce182d17ec5b99b38a"],"state_sha256":"5c348623b458e72d2796823ab3959a52ef09246a371a23b4c12eea633a42f66c"}