{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2014:CKEK3Y2GYS4WABB4F5IFL6GKKI","short_pith_number":"pith:CKEK3Y2G","schema_version":"1.0","canonical_sha256":"1288ade346c4b960043c2f5055f8ca5236b67b5e16d3d3c9216b4ef07d14838a","source":{"kind":"arxiv","id":"1411.3652","version":1},"attestation_state":"computed","paper":{"title":"Jamming Bandits","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","math.IT"],"primary_cat":"cs.IT","authors_text":"Cem Tekin, Mihaela van der Schaar, R. Michael Buehrer, SaiDhiraj Amuru","submitted_at":"2014-11-13T18:31:34Z","abstract_excerpt":"Can an intelligent jammer learn and adapt to unknown environments in an electronic warfare-type scenario? In this paper, we answer this question in the positive, by developing a cognitive jammer that adaptively and optimally disrupts the communication between a victim transmitter-receiver pair. We formalize the problem using a novel multi-armed bandit framework where the jammer can choose various physical layer parameters such as the signaling scheme, power level and the on-off/pulsing duration in an attempt to obtain power efficient jamming strategies. We first present novel online learning a"},"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":"1411.3652","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IT","submitted_at":"2014-11-13T18:31:34Z","cross_cats_sorted":["cs.LG","math.IT"],"title_canon_sha256":"edbc6a3632ee26680846635a3e490d9c776c9ed0c5c9182b15af15ae138675ef","abstract_canon_sha256":"9961490749eb9edfa61e97a4d7db2a638e66692541a9388e4cce72dc7e0d6832"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T02:37:43.229334Z","signature_b64":"YUTEamaPpIXYV36dzy/DefXGxULNUGIcGa0ANhsNwZ3Ch69TD08xdgu7wi6AQVGfJRocouMGF2g4aDJGN8iyCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1288ade346c4b960043c2f5055f8ca5236b67b5e16d3d3c9216b4ef07d14838a","last_reissued_at":"2026-05-18T02:37:43.228951Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T02:37:43.228951Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Jamming Bandits","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","math.IT"],"primary_cat":"cs.IT","authors_text":"Cem Tekin, Mihaela van der Schaar, R. Michael Buehrer, SaiDhiraj Amuru","submitted_at":"2014-11-13T18:31:34Z","abstract_excerpt":"Can an intelligent jammer learn and adapt to unknown environments in an electronic warfare-type scenario? In this paper, we answer this question in the positive, by developing a cognitive jammer that adaptively and optimally disrupts the communication between a victim transmitter-receiver pair. We formalize the problem using a novel multi-armed bandit framework where the jammer can choose various physical layer parameters such as the signaling scheme, power level and the on-off/pulsing duration in an attempt to obtain power efficient jamming strategies. We first present novel online learning a"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1411.3652","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":"1411.3652","created_at":"2026-05-18T02:37:43.229007+00:00"},{"alias_kind":"arxiv_version","alias_value":"1411.3652v1","created_at":"2026-05-18T02:37:43.229007+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1411.3652","created_at":"2026-05-18T02:37:43.229007+00:00"},{"alias_kind":"pith_short_12","alias_value":"CKEK3Y2GYS4W","created_at":"2026-05-18T12:28:22.404517+00:00"},{"alias_kind":"pith_short_16","alias_value":"CKEK3Y2GYS4WABB4","created_at":"2026-05-18T12:28:22.404517+00:00"},{"alias_kind":"pith_short_8","alias_value":"CKEK3Y2G","created_at":"2026-05-18T12:28:22.404517+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/CKEK3Y2GYS4WABB4F5IFL6GKKI","json":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI.json","graph_json":"https://pith.science/api/pith-number/CKEK3Y2GYS4WABB4F5IFL6GKKI/graph.json","events_json":"https://pith.science/api/pith-number/CKEK3Y2GYS4WABB4F5IFL6GKKI/events.json","paper":"https://pith.science/paper/CKEK3Y2G"},"agent_actions":{"view_html":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI","download_json":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI.json","view_paper":"https://pith.science/paper/CKEK3Y2G","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1411.3652&json=true","fetch_graph":"https://pith.science/api/pith-number/CKEK3Y2GYS4WABB4F5IFL6GKKI/graph.json","fetch_events":"https://pith.science/api/pith-number/CKEK3Y2GYS4WABB4F5IFL6GKKI/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI/action/timestamp_anchor","attest_storage":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI/action/storage_attestation","attest_author":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI/action/author_attestation","sign_citation":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI/action/citation_signature","submit_replication":"https://pith.science/pith/CKEK3Y2GYS4WABB4F5IFL6GKKI/action/replication_record"}},"created_at":"2026-05-18T02:37:43.229007+00:00","updated_at":"2026-05-18T02:37:43.229007+00:00"}