{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:UUCZNBAALVF4YTR73O4FVAK22W","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":"08bda24f2ba3a3f58df8acdfe1ffe28a995a881e9bdac9d0c7164dd0c34ba244","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-27T16:04:00Z","title_canon_sha256":"34b79bed58d1aedb6424ceeabb20e4926b36df379039ee6b4656c69eec3645db"},"schema_version":"1.0","source":{"id":"1806.10547","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1806.10547","created_at":"2026-05-18T00:11:56Z"},{"alias_kind":"arxiv_version","alias_value":"1806.10547v2","created_at":"2026-05-18T00:11:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1806.10547","created_at":"2026-05-18T00:11:56Z"},{"alias_kind":"pith_short_12","alias_value":"UUCZNBAALVF4","created_at":"2026-05-18T12:32:56Z"},{"alias_kind":"pith_short_16","alias_value":"UUCZNBAALVF4YTR7","created_at":"2026-05-18T12:32:56Z"},{"alias_kind":"pith_short_8","alias_value":"UUCZNBAA","created_at":"2026-05-18T12:32:56Z"}],"graph_snapshots":[{"event_id":"sha256:0073304cea49f6e34c4d50d846129ceddc321205c82838d08e0089fcf911ed3d","target":"graph","created_at":"2026-05-18T00:11:56Z","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"},"paper":{"abstract_excerpt":"Task offloading is an emerging technology in fog-enabled networks. It allows users to transmit tasks to neighbor fog nodes so as to utilize the computing resources of the networks. In this paper, we investigate a stochastic task offloading model and propose a multi-armed bandit framework to formulate this model. We consider the fact that different helper nodes prefer different kinds of tasks. Further, we assume each helper node just feeds back one-bit information to the task node to indicate the level of happiness. The key challenge of this problem lies in the exploration-exploitation tradeoff","authors_text":"Fuqian Yang, Shangshu Zhao, Xiliang Luo, Zhaowei Zhu","cross_cats":["stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-27T16:04:00Z","title":"Online optimal task offloading with one-bit feedback"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1806.10547","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:a33373982f53dc7b50c16cdd1df7b6286b89ae4e272e7012e3b9d3100668a329","target":"record","created_at":"2026-05-18T00:11:56Z","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":"08bda24f2ba3a3f58df8acdfe1ffe28a995a881e9bdac9d0c7164dd0c34ba244","cross_cats_sorted":["stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2018-06-27T16:04:00Z","title_canon_sha256":"34b79bed58d1aedb6424ceeabb20e4926b36df379039ee6b4656c69eec3645db"},"schema_version":"1.0","source":{"id":"1806.10547","kind":"arxiv","version":2}},"canonical_sha256":"a5059684005d4bcc4e3fdbb85a815ad58085c39b299153706a9e8a304e831182","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a5059684005d4bcc4e3fdbb85a815ad58085c39b299153706a9e8a304e831182","first_computed_at":"2026-05-18T00:11:56.453429Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:11:56.453429Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zC1A41KXtCPRbazoY53F8vhyXvyPZNl83cyXyTd8YMefZJ56lJphOFKzOK9kw+hPiJgLsYegrN5vW0sIo9kBDg==","signature_status":"signed_v1","signed_at":"2026-05-18T00:11:56.454094Z","signed_message":"canonical_sha256_bytes"},"source_id":"1806.10547","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a33373982f53dc7b50c16cdd1df7b6286b89ae4e272e7012e3b9d3100668a329","sha256:0073304cea49f6e34c4d50d846129ceddc321205c82838d08e0089fcf911ed3d"],"state_sha256":"fecfe49f0431609321dcb801c63e1feb0eed7a49c87adbf5a588284ddb70993d"}