{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2017:72KBXKRIUBB6JHIE7ZB6QOJH5P","short_pith_number":"pith:72KBXKRI","schema_version":"1.0","canonical_sha256":"fe941baa28a043e49d04fe43e83927ebe39f0cb7bb0938049964da7119c7818e","source":{"kind":"arxiv","id":"1704.04470","version":1},"attestation_state":"computed","paper":{"title":"Lean From Thy Neighbor: Stochastic & Adversarial Bandits in a Network","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.SI"],"primary_cat":"cs.LG","authors_text":"Farnood Salehi, L. Elisa Celis","submitted_at":"2017-04-14T16:24:58Z","abstract_excerpt":"An individual's decisions are often guided by those of his or her peers, i.e., neighbors in a social network. Presumably, being privy to the experiences of others aids in learning and decision making, but how much advantage does an individual gain by observing her neighbors? Such problems make appearances in sociology and economics and, in this paper, we present a novel model to capture such decision-making processes and appeal to the classical multi-armed bandit framework to analyze it. Each individual, in addition to her own actions, can observe the actions and rewards obtained by her neighb"},"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":"1704.04470","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2017-04-14T16:24:58Z","cross_cats_sorted":["cs.SI"],"title_canon_sha256":"b1b80ef7d5cc04bfe39e46fe572e4d14e48f4bc80dc0c750f4e2f73dddeb36ee","abstract_canon_sha256":"d768b024d775db5438c92dca8d5b8b0d6253fa239209b278047f11247b241196"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:46:21.621812Z","signature_b64":"1qKCEJ03cJoeNcOMzdZT6UbjoIV+k9XbEPe/I7QjugEKxfS982wSNRN2O3674O7N6tQKFSLLUFTwWc7v3DcUBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fe941baa28a043e49d04fe43e83927ebe39f0cb7bb0938049964da7119c7818e","last_reissued_at":"2026-05-18T00:46:21.621451Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:46:21.621451Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Lean From Thy Neighbor: Stochastic & Adversarial Bandits in a Network","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.SI"],"primary_cat":"cs.LG","authors_text":"Farnood Salehi, L. Elisa Celis","submitted_at":"2017-04-14T16:24:58Z","abstract_excerpt":"An individual's decisions are often guided by those of his or her peers, i.e., neighbors in a social network. Presumably, being privy to the experiences of others aids in learning and decision making, but how much advantage does an individual gain by observing her neighbors? Such problems make appearances in sociology and economics and, in this paper, we present a novel model to capture such decision-making processes and appeal to the classical multi-armed bandit framework to analyze it. Each individual, in addition to her own actions, can observe the actions and rewards obtained by her neighb"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1704.04470","kind":"arxiv","version":1},"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":"1704.04470","created_at":"2026-05-18T00:46:21.621505+00:00"},{"alias_kind":"arxiv_version","alias_value":"1704.04470v1","created_at":"2026-05-18T00:46:21.621505+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1704.04470","created_at":"2026-05-18T00:46:21.621505+00:00"},{"alias_kind":"pith_short_12","alias_value":"72KBXKRIUBB6","created_at":"2026-05-18T12:31:03.183658+00:00"},{"alias_kind":"pith_short_16","alias_value":"72KBXKRIUBB6JHIE","created_at":"2026-05-18T12:31:03.183658+00:00"},{"alias_kind":"pith_short_8","alias_value":"72KBXKRI","created_at":"2026-05-18T12:31:03.183658+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/72KBXKRIUBB6JHIE7ZB6QOJH5P","json":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P.json","graph_json":"https://pith.science/api/pith-number/72KBXKRIUBB6JHIE7ZB6QOJH5P/graph.json","events_json":"https://pith.science/api/pith-number/72KBXKRIUBB6JHIE7ZB6QOJH5P/events.json","paper":"https://pith.science/paper/72KBXKRI"},"agent_actions":{"view_html":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P","download_json":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P.json","view_paper":"https://pith.science/paper/72KBXKRI","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1704.04470&json=true","fetch_graph":"https://pith.science/api/pith-number/72KBXKRIUBB6JHIE7ZB6QOJH5P/graph.json","fetch_events":"https://pith.science/api/pith-number/72KBXKRIUBB6JHIE7ZB6QOJH5P/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P/action/timestamp_anchor","attest_storage":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P/action/storage_attestation","attest_author":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P/action/author_attestation","sign_citation":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P/action/citation_signature","submit_replication":"https://pith.science/pith/72KBXKRIUBB6JHIE7ZB6QOJH5P/action/replication_record"}},"created_at":"2026-05-18T00:46:21.621505+00:00","updated_at":"2026-05-18T00:46:21.621505+00:00"}