{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2015:KWLDWR2PUDH7WOHPQO77AWXJ4P","short_pith_number":"pith:KWLDWR2P","schema_version":"1.0","canonical_sha256":"55963b474fa0cffb38ef83bff05ae9e3c89353367526779ba0e0db765d78032b","source":{"kind":"arxiv","id":"1504.08167","version":2},"attestation_state":"computed","paper":{"title":"Multi-user lax communications: a multi-armed bandit approach","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.MA"],"primary_cat":"cs.LG","authors_text":"Orly Avner, Shie Mannor","submitted_at":"2015-04-30T11:11:54Z","abstract_excerpt":"Inspired by cognitive radio networks, we consider a setting where multiple users share several channels modeled as a multi-user multi-armed bandit (MAB) problem. The characteristics of each channel are unknown and are different for each user. Each user can choose between the channels, but her success depends on the particular channel chosen as well as on the selections of other users: if two users select the same channel their messages collide and none of them manages to send any data. Our setting is fully distributed, so there is no central control. As in many communication systems, the users"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"1504.08167","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2015-04-30T11:11:54Z","cross_cats_sorted":["cs.MA"],"title_canon_sha256":"5e40f07ca3cf8a02914ecb3fb15dfbcd1c23a41ede72b327fec8a12e4ead19a2","abstract_canon_sha256":"993dc283fd12995abd29cac7457fa2b8b64e59ccf8cc42b625f295349e03ced7"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T01:25:30.612857Z","signature_b64":"mGln44kgEnvYBhJ67guWP761vh3Axui+BChpCaMazNyK0kFooAL2espUI9iltgDRYRiwktyXJc+mGiStqqXsAA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"55963b474fa0cffb38ef83bff05ae9e3c89353367526779ba0e0db765d78032b","last_reissued_at":"2026-05-18T01:25:30.612288Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T01:25:30.612288Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Multi-user lax communications: a multi-armed bandit approach","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.MA"],"primary_cat":"cs.LG","authors_text":"Orly Avner, Shie Mannor","submitted_at":"2015-04-30T11:11:54Z","abstract_excerpt":"Inspired by cognitive radio networks, we consider a setting where multiple users share several channels modeled as a multi-user multi-armed bandit (MAB) problem. The characteristics of each channel are unknown and are different for each user. Each user can choose between the channels, but her success depends on the particular channel chosen as well as on the selections of other users: if two users select the same channel their messages collide and none of them manages to send any data. Our setting is fully distributed, so there is no central control. As in many communication systems, the users"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1504.08167","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"1504.08167","created_at":"2026-05-18T01:25:30.612401+00:00"},{"alias_kind":"arxiv_version","alias_value":"1504.08167v2","created_at":"2026-05-18T01:25:30.612401+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1504.08167","created_at":"2026-05-18T01:25:30.612401+00:00"},{"alias_kind":"pith_short_12","alias_value":"KWLDWR2PUDH7","created_at":"2026-05-18T12:29:29.992203+00:00"},{"alias_kind":"pith_short_16","alias_value":"KWLDWR2PUDH7WOHP","created_at":"2026-05-18T12:29:29.992203+00:00"},{"alias_kind":"pith_short_8","alias_value":"KWLDWR2P","created_at":"2026-05-18T12:29:29.992203+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P","json":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P.json","graph_json":"https://pith.science/api/pith-number/KWLDWR2PUDH7WOHPQO77AWXJ4P/graph.json","events_json":"https://pith.science/api/pith-number/KWLDWR2PUDH7WOHPQO77AWXJ4P/events.json","paper":"https://pith.science/paper/KWLDWR2P"},"agent_actions":{"view_html":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P","download_json":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P.json","view_paper":"https://pith.science/paper/KWLDWR2P","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1504.08167&json=true","fetch_graph":"https://pith.science/api/pith-number/KWLDWR2PUDH7WOHPQO77AWXJ4P/graph.json","fetch_events":"https://pith.science/api/pith-number/KWLDWR2PUDH7WOHPQO77AWXJ4P/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P/action/timestamp_anchor","attest_storage":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P/action/storage_attestation","attest_author":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P/action/author_attestation","sign_citation":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P/action/citation_signature","submit_replication":"https://pith.science/pith/KWLDWR2PUDH7WOHPQO77AWXJ4P/action/replication_record"}},"created_at":"2026-05-18T01:25:30.612401+00:00","updated_at":"2026-05-18T01:25:30.612401+00:00"}