{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2013:3PDS3LERQ4L5WJCM2SUWZQJKBX","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":"721fcf796052e64dc468431a3ea2d1790c044b3e70ccb278c87ba9d0c007836d","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-06-04T07:39:21Z","title_canon_sha256":"3b61b4553b66ef1e696b62e2b2a05a0553592954d4fcec28a708f7dc8c8dab3a"},"schema_version":"1.0","source":{"id":"1306.0686","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1306.0686","created_at":"2026-05-18T01:37:33Z"},{"alias_kind":"arxiv_version","alias_value":"1306.0686v2","created_at":"2026-05-18T01:37:33Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1306.0686","created_at":"2026-05-18T01:37:33Z"},{"alias_kind":"pith_short_12","alias_value":"3PDS3LERQ4L5","created_at":"2026-05-18T12:27:32Z"},{"alias_kind":"pith_short_16","alias_value":"3PDS3LERQ4L5WJCM","created_at":"2026-05-18T12:27:32Z"},{"alias_kind":"pith_short_8","alias_value":"3PDS3LER","created_at":"2026-05-18T12:27:32Z"}],"graph_snapshots":[{"event_id":"sha256:fe0505e632d55d231565cb00c3f5cafecfcac5584346fcaffa0e6a145b7c7e35","target":"graph","created_at":"2026-05-18T01:37:33Z","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":"Online learning with delayed feedback has received increasing attention recently due to its several applications in distributed, web-based learning problems. In this paper we provide a systematic study of the topic, and analyze the effect of delay on the regret of online learning algorithms. Somewhat surprisingly, it turns out that delay increases the regret in a multiplicative way in adversarial problems, and in an additive way in stochastic problems. We give meta-algorithms that transform, in a black-box fashion, algorithms developed for the non-delayed case into ones that can handle the pre","authors_text":"Andr\\'as Gy\\\"orgy, Csaba Szepesv\\'ari, Pooria Joulani","cross_cats":["cs.AI","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-06-04T07:39:21Z","title":"Online Learning under Delayed Feedback"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1306.0686","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:bef6911d4ba5914c091342373641eef34d1e5aa1c18f34f7b539332fdb8b46c1","target":"record","created_at":"2026-05-18T01:37:33Z","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":"721fcf796052e64dc468431a3ea2d1790c044b3e70ccb278c87ba9d0c007836d","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2013-06-04T07:39:21Z","title_canon_sha256":"3b61b4553b66ef1e696b62e2b2a05a0553592954d4fcec28a708f7dc8c8dab3a"},"schema_version":"1.0","source":{"id":"1306.0686","kind":"arxiv","version":2}},"canonical_sha256":"dbc72dac918717db244cd4a96cc12a0de48dffd2a09564bed06cceb10d4df76e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dbc72dac918717db244cd4a96cc12a0de48dffd2a09564bed06cceb10d4df76e","first_computed_at":"2026-05-18T01:37:33.259717Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T01:37:33.259717Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jij0oBYb6R9LR1sbL1fdliiHdrriS1s32RDHZaIIzANhD8h5s/VOHsZ56EPRFc7MliI2BxzSQQQDu6JK3nYzBw==","signature_status":"signed_v1","signed_at":"2026-05-18T01:37:33.260309Z","signed_message":"canonical_sha256_bytes"},"source_id":"1306.0686","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:bef6911d4ba5914c091342373641eef34d1e5aa1c18f34f7b539332fdb8b46c1","sha256:fe0505e632d55d231565cb00c3f5cafecfcac5584346fcaffa0e6a145b7c7e35"],"state_sha256":"0b32c5ac0384a759753278f778011aa0853238b19bf3968cb10fce9d7a3399f2"}