{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2016:6MQGMRJ4CH2JVO5NZRLSGCKILL","short_pith_number":"pith:6MQGMRJ4","schema_version":"1.0","canonical_sha256":"f32066453c11f49abbadcc572309485ae16ba5ad5bc314120a2def0a77bf9684","source":{"kind":"arxiv","id":"1602.03779","version":14},"attestation_state":"computed","paper":{"title":"Network of Bandits insure Privacy of end-users","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.DC","cs.LG"],"primary_cat":"cs.AI","authors_text":"Rapha\\\"el F\\'eraud","submitted_at":"2016-02-11T15:55:59Z","abstract_excerpt":"In order to distribute the best arm identification task as close as possible to the user's devices, on the edge of the Radio Access Network, we propose a new problem setting, where distributed players collaborate to find the best arm. This architecture guarantees privacy to end-users since no events are stored. The only thing that can be observed by an adversary through the core network is aggregated information across users. We provide a first algorithm, Distributed Median Elimination, which is optimal in term of number of transmitted bits and near optimal in term of speed-up factor with resp"},"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":"1602.03779","kind":"arxiv","version":14},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2016-02-11T15:55:59Z","cross_cats_sorted":["cs.DC","cs.LG"],"title_canon_sha256":"aff9df0eddd9aa0a9cad95f6c42430c2fe4d3e90822aa08d61f900f990ac72f7","abstract_canon_sha256":"6f4a4e4dde7bbf8be3c6693ad089977aea1ad3bb448591a37bf639c3b8d5e8fc"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:47:43.097242Z","signature_b64":"BGWuNp9/ZBmH3wvo5l0hmvgoAWE9IZZfRP3xiCwt/0hr/pIVxXbtB0snVHwF9bIAWU6+AxyLRjTmos9YpQL9Cg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f32066453c11f49abbadcc572309485ae16ba5ad5bc314120a2def0a77bf9684","last_reissued_at":"2026-05-18T00:47:43.096451Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:47:43.096451Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Network of Bandits insure Privacy of end-users","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.DC","cs.LG"],"primary_cat":"cs.AI","authors_text":"Rapha\\\"el F\\'eraud","submitted_at":"2016-02-11T15:55:59Z","abstract_excerpt":"In order to distribute the best arm identification task as close as possible to the user's devices, on the edge of the Radio Access Network, we propose a new problem setting, where distributed players collaborate to find the best arm. This architecture guarantees privacy to end-users since no events are stored. The only thing that can be observed by an adversary through the core network is aggregated information across users. We provide a first algorithm, Distributed Median Elimination, which is optimal in term of number of transmitted bits and near optimal in term of speed-up factor with resp"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1602.03779","kind":"arxiv","version":14},"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":"1602.03779","created_at":"2026-05-18T00:47:43.096593+00:00"},{"alias_kind":"arxiv_version","alias_value":"1602.03779v14","created_at":"2026-05-18T00:47:43.096593+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1602.03779","created_at":"2026-05-18T00:47:43.096593+00:00"},{"alias_kind":"pith_short_12","alias_value":"6MQGMRJ4CH2J","created_at":"2026-05-18T12:30:01.593930+00:00"},{"alias_kind":"pith_short_16","alias_value":"6MQGMRJ4CH2JVO5N","created_at":"2026-05-18T12:30:01.593930+00:00"},{"alias_kind":"pith_short_8","alias_value":"6MQGMRJ4","created_at":"2026-05-18T12:30:01.593930+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/6MQGMRJ4CH2JVO5NZRLSGCKILL","json":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL.json","graph_json":"https://pith.science/api/pith-number/6MQGMRJ4CH2JVO5NZRLSGCKILL/graph.json","events_json":"https://pith.science/api/pith-number/6MQGMRJ4CH2JVO5NZRLSGCKILL/events.json","paper":"https://pith.science/paper/6MQGMRJ4"},"agent_actions":{"view_html":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL","download_json":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL.json","view_paper":"https://pith.science/paper/6MQGMRJ4","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1602.03779&json=true","fetch_graph":"https://pith.science/api/pith-number/6MQGMRJ4CH2JVO5NZRLSGCKILL/graph.json","fetch_events":"https://pith.science/api/pith-number/6MQGMRJ4CH2JVO5NZRLSGCKILL/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL/action/timestamp_anchor","attest_storage":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL/action/storage_attestation","attest_author":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL/action/author_attestation","sign_citation":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL/action/citation_signature","submit_replication":"https://pith.science/pith/6MQGMRJ4CH2JVO5NZRLSGCKILL/action/replication_record"}},"created_at":"2026-05-18T00:47:43.096593+00:00","updated_at":"2026-05-18T00:47:43.096593+00:00"}