{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:IDXZEMXAFTBGEZ3CEWN7663WWD","short_pith_number":"pith:IDXZEMXA","canonical_record":{"source":{"id":"2302.04182","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-08T16:40:43Z","cross_cats_sorted":["math.OC"],"title_canon_sha256":"3b9d0a36db18a89a49ec8a072dbb4c168b92fa525fc77d40a800ce4a0aec7f67","abstract_canon_sha256":"190ccb5da7c59946ccb5a611669f0c9dda1a412743ff972af031edc7a99f12b9"},"schema_version":"1.0"},"canonical_sha256":"40ef9232e02cc2626762259bff7b76b0c1b44145739958eaf7e184d7a415adf2","source":{"kind":"arxiv","id":"2302.04182","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.04182","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"arxiv_version","alias_value":"2302.04182v2","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.04182","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"pith_short_12","alias_value":"IDXZEMXAFTBG","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"pith_short_16","alias_value":"IDXZEMXAFTBGEZ3C","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"pith_short_8","alias_value":"IDXZEMXA","created_at":"2026-07-05T06:19:39Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:IDXZEMXAFTBGEZ3CEWN7663WWD","target":"record","payload":{"canonical_record":{"source":{"id":"2302.04182","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-08T16:40:43Z","cross_cats_sorted":["math.OC"],"title_canon_sha256":"3b9d0a36db18a89a49ec8a072dbb4c168b92fa525fc77d40a800ce4a0aec7f67","abstract_canon_sha256":"190ccb5da7c59946ccb5a611669f0c9dda1a412743ff972af031edc7a99f12b9"},"schema_version":"1.0"},"canonical_sha256":"40ef9232e02cc2626762259bff7b76b0c1b44145739958eaf7e184d7a415adf2","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:19:39.119743Z","signature_b64":"PSDzkn0940HD4ERKBbulFEbSoTnfFc4vZzXdiS271avTaSxBoigQsqg6u4eiqJzjVxAimVJV/45hU6sMAhr1Ag==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"40ef9232e02cc2626762259bff7b76b0c1b44145739958eaf7e184d7a415adf2","last_reissued_at":"2026-07-05T06:19:39.119210Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:19:39.119210Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2302.04182","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:19:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MwJxMk7VolkRq9Y2GnOBDYxeyMbSBaEulgh9+3xjgjwbMHxrCO0W0eYGR3oqfmP1RG4NrCoQbDzppxgNJ4tyBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T21:12:54.343223Z"},"content_sha256":"0448597d83c9aaa52c437f48b477787160eceb15c3b942f62f47b6362f15e7cf","schema_version":"1.0","event_id":"sha256:0448597d83c9aaa52c437f48b477787160eceb15c3b942f62f47b6362f15e7cf"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:IDXZEMXAFTBGEZ3CEWN7663WWD","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Online Resource Allocation: Bandits feedback and Advice on Time-varying Demands","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["math.OC"],"primary_cat":"cs.LG","authors_text":"Lixing Lyu, Wang Chi Cheung","submitted_at":"2023-02-08T16:40:43Z","abstract_excerpt":"We consider a general online resource allocation model with bandit feedback and time-varying demands. While online resource allocation has been well studied in the literature, most existing works make the strong assumption that the demand arrival process is stationary. In practical applications, such as online advertisement and revenue management, however, this process may be exogenous and non-stationary, like the constantly changing internet traffic. Motivated by the recent Online Algorithms with Advice framework [Mitazenmacher and Vassilvitskii, \\emph{Commun. ACM} 2022], we explore how onlin"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.04182","kind":"arxiv","version":2},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2302.04182/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:19:39Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"O0/acnhZwc7eW0cbgT1w1U0h0ViezqdHCyErElAn6nzYx+DfBawR0xBC789HxGTdc3FgKMhQW20FtAlNraKCAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T21:12:54.343609Z"},"content_sha256":"b8816cf9671406c1a6d72cf7124cd3bc8a5705ce5d6b8b69770cd1b7a8cab6f0","schema_version":"1.0","event_id":"sha256:b8816cf9671406c1a6d72cf7124cd3bc8a5705ce5d6b8b69770cd1b7a8cab6f0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/IDXZEMXAFTBGEZ3CEWN7663WWD/bundle.json","state_url":"https://pith.science/pith/IDXZEMXAFTBGEZ3CEWN7663WWD/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/IDXZEMXAFTBGEZ3CEWN7663WWD/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-06T21:12:54Z","links":{"resolver":"https://pith.science/pith/IDXZEMXAFTBGEZ3CEWN7663WWD","bundle":"https://pith.science/pith/IDXZEMXAFTBGEZ3CEWN7663WWD/bundle.json","state":"https://pith.science/pith/IDXZEMXAFTBGEZ3CEWN7663WWD/state.json","well_known_bundle":"https://pith.science/.well-known/pith/IDXZEMXAFTBGEZ3CEWN7663WWD/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:IDXZEMXAFTBGEZ3CEWN7663WWD","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":"190ccb5da7c59946ccb5a611669f0c9dda1a412743ff972af031edc7a99f12b9","cross_cats_sorted":["math.OC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-08T16:40:43Z","title_canon_sha256":"3b9d0a36db18a89a49ec8a072dbb4c168b92fa525fc77d40a800ce4a0aec7f67"},"schema_version":"1.0","source":{"id":"2302.04182","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.04182","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"arxiv_version","alias_value":"2302.04182v2","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.04182","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"pith_short_12","alias_value":"IDXZEMXAFTBG","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"pith_short_16","alias_value":"IDXZEMXAFTBGEZ3C","created_at":"2026-07-05T06:19:39Z"},{"alias_kind":"pith_short_8","alias_value":"IDXZEMXA","created_at":"2026-07-05T06:19:39Z"}],"graph_snapshots":[{"event_id":"sha256:b8816cf9671406c1a6d72cf7124cd3bc8a5705ce5d6b8b69770cd1b7a8cab6f0","target":"graph","created_at":"2026-07-05T06:19:39Z","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"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2302.04182/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We consider a general online resource allocation model with bandit feedback and time-varying demands. While online resource allocation has been well studied in the literature, most existing works make the strong assumption that the demand arrival process is stationary. In practical applications, such as online advertisement and revenue management, however, this process may be exogenous and non-stationary, like the constantly changing internet traffic. Motivated by the recent Online Algorithms with Advice framework [Mitazenmacher and Vassilvitskii, \\emph{Commun. ACM} 2022], we explore how onlin","authors_text":"Lixing Lyu, Wang Chi Cheung","cross_cats":["math.OC"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-08T16:40:43Z","title":"Online Resource Allocation: Bandits feedback and Advice on Time-varying Demands"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.04182","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":"sha256:0448597d83c9aaa52c437f48b477787160eceb15c3b942f62f47b6362f15e7cf","target":"record","created_at":"2026-07-05T06:19:39Z","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":"190ccb5da7c59946ccb5a611669f0c9dda1a412743ff972af031edc7a99f12b9","cross_cats_sorted":["math.OC"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2023-02-08T16:40:43Z","title_canon_sha256":"3b9d0a36db18a89a49ec8a072dbb4c168b92fa525fc77d40a800ce4a0aec7f67"},"schema_version":"1.0","source":{"id":"2302.04182","kind":"arxiv","version":2}},"canonical_sha256":"40ef9232e02cc2626762259bff7b76b0c1b44145739958eaf7e184d7a415adf2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"40ef9232e02cc2626762259bff7b76b0c1b44145739958eaf7e184d7a415adf2","first_computed_at":"2026-07-05T06:19:39.119210Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:19:39.119210Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PSDzkn0940HD4ERKBbulFEbSoTnfFc4vZzXdiS271avTaSxBoigQsqg6u4eiqJzjVxAimVJV/45hU6sMAhr1Ag==","signature_status":"signed_v1","signed_at":"2026-07-05T06:19:39.119743Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.04182","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0448597d83c9aaa52c437f48b477787160eceb15c3b942f62f47b6362f15e7cf","sha256:b8816cf9671406c1a6d72cf7124cd3bc8a5705ce5d6b8b69770cd1b7a8cab6f0"],"state_sha256":"295e01ddb69c817c19adfcfe0257c22db1b57441967700856a55ed7ce73e6f12"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Xv3ldXncqBUoPBal6JmkaCN9NxZ9UhiNdP5nEIzBUZnuUunD/9w0IyPCs1hpAH4utGegG1naz0JwjOisYIOfBQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T21:12:54.345631Z","bundle_sha256":"26b0bbe66c03b1393ddd43346e11251607b12ae039b19ef260d06072fbe90067"}}