{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:ZH7JB7Q7QUHMROI3JYQR7G4UAI","short_pith_number":"pith:ZH7JB7Q7","canonical_record":{"source":{"id":"2105.10614","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-05-22T00:59:29Z","cross_cats_sorted":[],"title_canon_sha256":"6d7a0fc80cc04ab241b628039687e942a01eecd79c5d78d3a5a59f7c3a6ff70a","abstract_canon_sha256":"503bfceb6354eb05def37294f5d5992112e4b81a2dc7c23929e57b9a6ada9fe8"},"schema_version":"1.0"},"canonical_sha256":"c9fe90fe1f850ec8b91b4e211f9b94021f3fd168f5baba11e5cabc99e113eae3","source":{"kind":"arxiv","id":"2105.10614","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.10614","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"arxiv_version","alias_value":"2105.10614v1","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.10614","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"pith_short_12","alias_value":"ZH7JB7Q7QUHM","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"pith_short_16","alias_value":"ZH7JB7Q7QUHMROI3","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"pith_short_8","alias_value":"ZH7JB7Q7","created_at":"2026-07-05T03:39:59Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:ZH7JB7Q7QUHMROI3JYQR7G4UAI","target":"record","payload":{"canonical_record":{"source":{"id":"2105.10614","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-05-22T00:59:29Z","cross_cats_sorted":[],"title_canon_sha256":"6d7a0fc80cc04ab241b628039687e942a01eecd79c5d78d3a5a59f7c3a6ff70a","abstract_canon_sha256":"503bfceb6354eb05def37294f5d5992112e4b81a2dc7c23929e57b9a6ada9fe8"},"schema_version":"1.0"},"canonical_sha256":"c9fe90fe1f850ec8b91b4e211f9b94021f3fd168f5baba11e5cabc99e113eae3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:39:59.315365Z","signature_b64":"2nUjR79tE8FstMadOGI2Ur4hGePQrfUWvr4msS9jOIL0sEat0rLa6qULKcIm/rrrUhP/We+tceQVdtFAbCUJBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"c9fe90fe1f850ec8b91b4e211f9b94021f3fd168f5baba11e5cabc99e113eae3","last_reissued_at":"2026-07-05T03:39:59.314895Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:39:59.314895Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2105.10614","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T03:39:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bdRjJbVgAna5jlSpzSHOnHmGSoswHqobGM4m/aPCGkO2k1bOlmdqN7/9CJR82iQS5d00m/nLYOupi9F+XJ4eDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T20:29:46.836865Z"},"content_sha256":"b5093d59311d22a5c6e96387abd4657d2866f0b1e0dd6e51b0e5ddeab45d2630","schema_version":"1.0","event_id":"sha256:b5093d59311d22a5c6e96387abd4657d2866f0b1e0dd6e51b0e5ddeab45d2630"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:ZH7JB7Q7QUHMROI3JYQR7G4UAI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Human-AI Collaboration with Bandit Feedback","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Ligong Han, Maria De-Arteaga, Matthew Lease, Maytal Saar-Tsechansky, Min Kyung Lee, Ruijiang Gao","submitted_at":"2021-05-22T00:59:29Z","abstract_excerpt":"Human-machine complementarity is important when neither the algorithm nor the human yield dominant performance across all instances in a given domain. Most research on algorithmic decision-making solely centers on the algorithm's performance, while recent work that explores human-machine collaboration has framed the decision-making problems as classification tasks. In this paper, we first propose and then develop a solution for a novel human-machine collaboration problem in a bandit feedback setting. Our solution aims to exploit the human-machine complementarity to maximize decision rewards. W"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.10614","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":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2105.10614/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":"2026-07-05T03:39:59Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"F2UWpyVQCA7R3sl1EbW/VImt+vJpdn2XC32SwsWSZM6IyAHOR6Rtv3mjNu9t5p7AD0BpbPjiN2XbfcVReKTfAQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T20:29:46.837363Z"},"content_sha256":"c7108d3b95335263287275b650b03ca76337364eeaee9bb91a3e842d629bf5e0","schema_version":"1.0","event_id":"sha256:c7108d3b95335263287275b650b03ca76337364eeaee9bb91a3e842d629bf5e0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ZH7JB7Q7QUHMROI3JYQR7G4UAI/bundle.json","state_url":"https://pith.science/pith/ZH7JB7Q7QUHMROI3JYQR7G4UAI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ZH7JB7Q7QUHMROI3JYQR7G4UAI/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":"2026-08-13T20:29:46Z","links":{"resolver":"https://pith.science/pith/ZH7JB7Q7QUHMROI3JYQR7G4UAI","bundle":"https://pith.science/pith/ZH7JB7Q7QUHMROI3JYQR7G4UAI/bundle.json","state":"https://pith.science/pith/ZH7JB7Q7QUHMROI3JYQR7G4UAI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ZH7JB7Q7QUHMROI3JYQR7G4UAI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:ZH7JB7Q7QUHMROI3JYQR7G4UAI","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":"503bfceb6354eb05def37294f5d5992112e4b81a2dc7c23929e57b9a6ada9fe8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-05-22T00:59:29Z","title_canon_sha256":"6d7a0fc80cc04ab241b628039687e942a01eecd79c5d78d3a5a59f7c3a6ff70a"},"schema_version":"1.0","source":{"id":"2105.10614","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2105.10614","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"arxiv_version","alias_value":"2105.10614v1","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2105.10614","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"pith_short_12","alias_value":"ZH7JB7Q7QUHM","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"pith_short_16","alias_value":"ZH7JB7Q7QUHMROI3","created_at":"2026-07-05T03:39:59Z"},{"alias_kind":"pith_short_8","alias_value":"ZH7JB7Q7","created_at":"2026-07-05T03:39:59Z"}],"graph_snapshots":[{"event_id":"sha256:c7108d3b95335263287275b650b03ca76337364eeaee9bb91a3e842d629bf5e0","target":"graph","created_at":"2026-07-05T03:39:59Z","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/2105.10614/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Human-machine complementarity is important when neither the algorithm nor the human yield dominant performance across all instances in a given domain. Most research on algorithmic decision-making solely centers on the algorithm's performance, while recent work that explores human-machine collaboration has framed the decision-making problems as classification tasks. In this paper, we first propose and then develop a solution for a novel human-machine collaboration problem in a bandit feedback setting. Our solution aims to exploit the human-machine complementarity to maximize decision rewards. W","authors_text":"Ligong Han, Maria De-Arteaga, Matthew Lease, Maytal Saar-Tsechansky, Min Kyung Lee, Ruijiang Gao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-05-22T00:59:29Z","title":"Human-AI Collaboration with Bandit Feedback"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2105.10614","kind":"arxiv","version":1},"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:b5093d59311d22a5c6e96387abd4657d2866f0b1e0dd6e51b0e5ddeab45d2630","target":"record","created_at":"2026-07-05T03:39:59Z","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":"503bfceb6354eb05def37294f5d5992112e4b81a2dc7c23929e57b9a6ada9fe8","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2021-05-22T00:59:29Z","title_canon_sha256":"6d7a0fc80cc04ab241b628039687e942a01eecd79c5d78d3a5a59f7c3a6ff70a"},"schema_version":"1.0","source":{"id":"2105.10614","kind":"arxiv","version":1}},"canonical_sha256":"c9fe90fe1f850ec8b91b4e211f9b94021f3fd168f5baba11e5cabc99e113eae3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c9fe90fe1f850ec8b91b4e211f9b94021f3fd168f5baba11e5cabc99e113eae3","first_computed_at":"2026-07-05T03:39:59.314895Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:39:59.314895Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2nUjR79tE8FstMadOGI2Ur4hGePQrfUWvr4msS9jOIL0sEat0rLa6qULKcIm/rrrUhP/We+tceQVdtFAbCUJBg==","signature_status":"signed_v1","signed_at":"2026-07-05T03:39:59.315365Z","signed_message":"canonical_sha256_bytes"},"source_id":"2105.10614","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b5093d59311d22a5c6e96387abd4657d2866f0b1e0dd6e51b0e5ddeab45d2630","sha256:c7108d3b95335263287275b650b03ca76337364eeaee9bb91a3e842d629bf5e0"],"state_sha256":"b9afd2c37cb15b073650b52c4f8a2539fcbb504656c37f01ea93acb311fb7a4c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"a6qcPPLbpq74xqqkn/QbQ510Efins2Wwi3Th5TWDUOv2vwplVcR4sMEA/AnH6XOJTs2p6XtMrRxsPQuAHgdHCA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T20:29:46.882242Z","bundle_sha256":"2d78b3f6ad1ff8418e643c70caf4d1ca62816994c423ee1d3b8a9205bc7cfeb5"}}