{"as_of":"2026-08-10T05:14:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:52a6d1320f9cc84744eeaa13ce505bc3aae3a6c5d0aad19a5289fc2f5f05d41a","coverage":[{"denominator":41,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":41,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T14:22:58.623315Z","state":"measured"},{"denominator":41,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":41,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2505.19220/citation-record","integrity":"/paper/2505.19220/integrity","json":"/paper/2505.19220/citation-record.json","paper":"/paper/2505.19220"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.413126Z","title":"Does the whole exceed its parts? the effect of ai explanations on complementary team performance","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.413126Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:e43d3fa12f4e9835e753599f241b907b357b837d039597f9483a38b68bd6d1af","observation_id":"f7737887-6d5e-4d44-b1e0-df2b6b9c2933","resolution":{"observed_at":"2026-08-07T14:22:58.413126Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.328289Z","title":"Artificial intelligence for breast cancer screening in mammography (ai-stream): preliminary analysis of a prospective multicenter cohort study","venue":null,"work_id":"f4f9e2ea-5eff-4d01-92d3-3034ebfa282e","year":2025},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.420005Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:1178c629357b933aa6897fee0ff99290792bc0f9e56954d2a541b8344bb4f5b7","observation_id":"5faa5d9a-3a7e-4714-8e3a-1ff5b66971c2","resolution":{"observed_at":"2026-08-07T14:22:59.334177Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.287134Z","title":"When are two lists better than one?: Benefits and harms in joint decision-making","venue":null,"work_id":"bbe024fb-8c4e-4dea-a8ec-bd1f680521e9","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.425975Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:f9fa71ba7679bd7175cc25b35994774369107077e00d8e3ab4645db5aafcbd49","observation_id":"17f6076e-6b93-4c92-baa7-8b90ed23c30c","resolution":{"observed_at":"2026-08-07T14:22:59.313642Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.250698Z","title":"Enhancing the reliability and accuracy of ai-enabled diagnosis via complementarity-driven deferral to clinicians","venue":null,"work_id":"ef2448f8-0c83-4c61-9cd5-0fa63ab9d8a6","year":2023},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.431312Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:65460b481459d107de20d604f0f916d6d3e2ac6c56357d7c6523593f436db284","observation_id":"9b9c7729-ceb3-48f2-be2e-d3e4b3cd7eeb","resolution":{"observed_at":"2026-08-07T14:22:59.266400Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.229459Z","title":"9 Hill Brendan 4 Karthik Ravishankar 2 Kunicki Katrina 4 Li Shuai 9 Makalic Enes 9 12 Nguyen Tuong L","venue":null,"work_id":"5f8b17c1-d94f-4297-bbea-07eac74073be","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.437085Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:e44c8a11141d9239accbf011c7894f66f1be62e0ede558dcda94bda643f21aac","observation_id":"7a0e76f9-204a-4000-9c43-ed79cfdb3c32","resolution":{"observed_at":"2026-08-07T14:22:59.234883Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.212395Z","title":"A taxonomy for human-llm interaction modes: An initial exploration","venue":null,"work_id":"5cf456e4-c985-4b07-ba75-7986838cb41c","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.441812Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:fd6808541a0f59233fffdb407a1c4560789cc345d57cc6ab77b8009cfa3cd070","observation_id":"f47ca44f-2e5f-4dd5-8613-a72384cbfa81","resolution":{"observed_at":"2026-08-07T14:22:59.217920Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.196192Z","title":"How human--ai feedback loops alter human perceptual, emotional and social judgements","venue":null,"work_id":"90c0a1f3-5d4e-416d-9dd3-76f3c2159b80","year":2025},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.447533Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:5ea1d7e6e15195e37bb02e5deb1c54a6b55367c3ae3f519b1c2e05f2a7f3b2e0","observation_id":"185323a1-cece-4b6b-b2aa-1978659420ac","resolution":{"observed_at":"2026-08-07T14:22:59.201741Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.180265Z","title":"Optimam mammography image database: a large-scale resource of mammography images and clinical data","venue":null,"work_id":"12afdd3d-a4ca-4b38-9589-b5ef55dcca9d","year":2020},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.452825Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:22f53151bad301bc9e340ff01323a1b8acbb6b4c9810f87456cae1bdb4822024","observation_id":"dae3c2c3-6464-45ee-a210-bd459e2331a7","resolution":{"observed_at":"2026-08-07T14:22:59.185452Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.163640Z","title":"Addressing leakage in concept bottleneck models","venue":null,"work_id":"c7bb3f45-e02c-4989-af5e-a280d3f8915e","year":2022},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.458773Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:9cf00b3ff6548e314c548ebcc11cadba182148beb41a3d4a4631724caa7a56be","observation_id":"31ae6bc6-e49d-4c77-be11-2c323013d18a","resolution":{"observed_at":"2026-08-07T14:22:59.168766Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2501.00430","last_updated":"2025-01-03T02:50:59Z","snapshot_observed_at":"2026-08-06T12:25:14.100007Z","submitted_at":"2024-12-31T13:11:20Z","title":"Enhancing LLM Reasoning with Multi-Path Collaborative Reactive and Reflection agents","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2501.00430","snapshot_observed_at":"2026-08-07T14:22:58.463438Z","title":"Enhancing llm reasoning with multi-path collaborative reactive and reflection agents, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.463438Z"},"links":{"cited_paper":"/paper/2501.00430","citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:d1713ebd71618c0198941a1788fb66954be3e955408a37f9cbf84734b4605563","observation_id":"2c58fdf5-4618-4bd3-9efd-b954a28d22da","resolution":{"observed_at":"2026-08-07T14:22:58.463438Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.469194Z","title":"Deep residual learning for image recognition","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.469194Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:57b9fbd3bfbafb8c073b845ea38bd8a5e7179be21afa8ba7d977d7eea509d6fa","observation_id":"f137f5d5-9ea5-4877-ba4d-680336cd9181","resolution":{"observed_at":"2026-08-07T14:22:58.469194Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2404.00029","last_updated":"2024-11-25T22:04:11Z","snapshot_observed_at":"2026-07-06T17:53:11.000124Z","submitted_at":"2024-03-21T07:27:17Z","title":"Complementarity in Human-AI Collaboration: Concept, Sources, and Evidence","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2404.00029","snapshot_observed_at":"2026-08-07T14:22:58.474423Z","title":"u hl, Michael V \\","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.474423Z"},"links":{"cited_paper":"/paper/2404.00029","citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:fa35ca5ff3fc3fa43bb2ee3ecc7c33d44060feb043e97e1c907836e59ca2a179","observation_id":"3674c09f-ddb3-4935-aea0-0acea21782e5","resolution":{"observed_at":"2026-08-07T14:22:58.474423Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.138426Z","title":"Artificial intelligence, human intelligence and hybrid intelligence based on mutual augmentation","venue":null,"work_id":"710c89db-71df-4fb7-b3a4-ebd6a85a5fde","year":2022},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.479822Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:0902ae759c89cf86b0ce344a168f67eb95e754fc1bf45062145eb6f290115920","observation_id":"07d450df-c08c-4349-82cc-9508d3994dcf","resolution":{"observed_at":"2026-08-07T14:22:59.143245Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.123130Z","title":"Who needs explanation and when? juggling explainable ai and user epistemic uncertainty","venue":null,"work_id":"800d6a8f-eacb-4b35-abef-4fd7d8ea2b2a","year":2022},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.484742Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:e838310a7e70a0c738a9a6d566cfbe100c78a9d3bac030656501348d727624fa","observation_id":"daacba81-de60-4885-87b9-e29198b5d1db","resolution":{"observed_at":"2026-08-07T14:22:59.128080Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.107745Z","title":"Seven-point checklist and skin lesion classification using multitask multimodal neural nets","venue":null,"work_id":"506c16c0-8dad-443c-9490-2bf67433f513","year":2018},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.489909Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:69685f300360c409b2d54574702f7072584c14fa1d5ac5f8888259ed4609ddb7","observation_id":"a4824d11-e2be-48a7-a760-07cdd2196a56","resolution":{"observed_at":"2026-08-07T14:22:59.112814Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2104.06917","last_updated":"2021-04-14T15:06:34Z","snapshot_observed_at":"2026-07-06T10:59:35.717224Z","submitted_at":"2021-04-14T15:06:34Z","title":"Is Disentanglement all you need? Comparing Concept-based & Disentanglement Approaches","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2104.06917","snapshot_observed_at":"2026-08-07T14:22:58.495684Z","title":"Is disentanglement all you need? comparing concept-based & disentanglement approaches, 2021","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.495684Z"},"links":{"cited_paper":"/paper/2104.06917","citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:16dc9b57100a520d47779dd18186c40f8f3f8825a9382b0ca79be148c723ad20","observation_id":"946902c5-ea8e-4508-8d35-4b8e1f991155","resolution":{"observed_at":"2026-08-07T14:22:58.495684Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.501562Z","title":"Concept bottleneck models","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.501562Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:66e5ba40f92b06e00462283a43d08fbce894764a27ba7e3cc1349de2aa397a11","observation_id":"31d3de73-6922-45f5-82de-a94a667afa9c","resolution":{"observed_at":"2026-08-07T14:22:58.501562Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.080759Z","title":"Deep learning face attributes in the wild","venue":null,"work_id":"97837ee7-bb1b-4025-8510-346e6e351eca","year":2015},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.506209Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:732c8dca6b391e4caef3b7bd1ec9aabbada9bab6d1134ae703f2dbfbbb54428b","observation_id":"8de3e4b4-c456-4bf4-ad12-98bfb7762508","resolution":{"observed_at":"2026-08-07T14:22:59.085994Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.063683Z","title":"Predict responsibly: improving fairness and accuracy by learning to defer","venue":null,"work_id":"a5761a13-3d75-4497-9ae8-e032a6cf8b50","year":2018},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.510731Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:4c5b40cd2b21197207ad63648c6b26d2c36cf3b15d98925f2f25421b151cbb87","observation_id":"09a8a55c-c88c-4e23-ab03-68b79dbbf9d4","resolution":{"observed_at":"2026-08-07T14:22:59.069963Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.048045Z","title":"A multimodal and fully automated system for prediction of pathological complete response to neoadjuvant chemotherapy in breast cancer","venue":null,"work_id":"6ddd6b07-4442-42e7-9dca-81fc07aa8134","year":2025},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.516611Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:e3bc870de3b3a4d47311cb18c0dddb27dd4d769d1f3f459464afcd15c797ed7c","observation_id":"aa421e13-f8b4-4a7b-a432-e1129e7edf09","resolution":{"observed_at":"2026-08-07T14:22:59.053627Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.032158Z","title":"Using AI uncertainty quantification to improve human decision-making","venue":null,"work_id":"665bde1b-f71a-4612-8513-52fa25f37250","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.521503Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:f2fe40640c2aa92b2b8372422be0cfdf1f6934215e83c84f9679e070931e2a78","observation_id":"dc5b4bb8-4a9d-4f5a-93c3-0fd8f458f51c","resolution":{"observed_at":"2026-08-07T14:22:59.037712Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:59.015851Z","title":"Consistent estimators for learning to defer to an expert","venue":null,"work_id":"8f81d939-4f80-442f-8375-e5ebb442dead","year":2020},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.526770Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:9f89c3bd91453fb7701b04063d76c6c740bb8ba232a3a91b7b8dccb153810e2a","observation_id":"2442865c-a4a5-4e3e-b32a-c83d5c40577c","resolution":{"observed_at":"2026-08-07T14:22:59.021438Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.998716Z","title":"Who should predict? exact algorithms for learning to defer to humans","venue":null,"work_id":"39113e36-27b9-4e1f-95f9-2ccf70f59b2e","year":2023},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.531320Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:10d6e53c01f3e446a76b4e00aaf8847bf1c823d2d2d1e8f9e58c4a11784781ca","observation_id":"24e1f78b-f3d8-47ed-b002-092bfb12fa4f","resolution":{"observed_at":"2026-08-07T14:22:59.004699Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.984213Z","title":"Effective human-ai teams via learned natural language rules and onboarding","venue":null,"work_id":"f6c952c2-390a-4c5d-b0c9-776e3a1631c2","year":2023},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.537161Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:4a51c90b3e7870b43d36470fc5e704f89f0bdcfccb6c2653ceac701cd855d8ca","observation_id":"7e4c1c1a-9a7b-4988-b17c-faaa63c964bc","resolution":{"observed_at":"2026-08-07T14:22:58.988713Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.968043Z","title":"Post-hoc estimators for learning to defer to an expert","venue":null,"work_id":"b35f486b-4eae-4c8f-bced-07c7a9a3faa4","year":2022},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.542232Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:0fb80ecf2c38d09c78866957b8d43d7e030b703faaab332aceae7ea972cd990b","observation_id":"f615ce92-5499-424f-8261-d8c97391bb43","resolution":{"observed_at":"2026-08-07T14:22:58.973111Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.952871Z","title":"Nguyen, Thanh-Toan Do, and Gustavo Carneiro","venue":null,"work_id":"b0940c4f-0456-4fab-9448-e2f889fa0db3","year":2025},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.547451Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:f3eaecb73eb7ca94551b9a933cd3ae464468c15f5a93ad9ae6d199eea6f450fa","observation_id":"849de4a2-87c6-4999-8378-e1554bd00a13","resolution":{"observed_at":"2026-08-07T14:22:58.957862Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.938055Z","title":"Influencing human--ai interaction by priming beliefs about ai can increase perceived trustworthiness, empathy and effectiveness","venue":null,"work_id":"36ab6fe2-a144-4b83-b456-cc2bf9b12db8","year":2023},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.552199Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:faff2088fed3b957c09588ada5eb8340b95ad48add8b0183a8ecfa43d8ab7e97","observation_id":"b79bc9d7-6f7a-4738-9571-460ae837f059","resolution":{"observed_at":"2026-08-07T14:22:58.943262Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1903.12220","last_updated":"2019-03-28T18:53:58Z","snapshot_observed_at":"2026-08-01T16:21:34.012776Z","submitted_at":"2019-03-28T18:53:58Z","title":"The Algorithmic Automation Problem: Prediction, Triage, and Human Effort","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1903.12220","snapshot_observed_at":"2026-08-07T14:22:58.557167Z","title":"The algorithmic automation problem: Prediction, triage, and human effort, 2019","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.557167Z"},"links":{"cited_paper":"/paper/1903.12220","citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:e82b88fbbabf89a4efee6c60be95bfdad923b2aa6bf97b539a7bc1a6aeebbb00","observation_id":"963d85e3-174f-4463-9804-dc882a07d6c5","resolution":{"observed_at":"2026-08-07T14:22:58.557167Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.06352","last_updated":"2024-10-08T20:42:19Z","snapshot_observed_at":"2026-08-09T20:23:53.891462Z","submitted_at":"2024-10-08T20:42:19Z","title":"Tree-Based Leakage Inspection and Control in Concept Bottleneck Models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.06352","snapshot_observed_at":"2026-08-07T14:22:58.562314Z","title":"Tree-based leakage inspection and control in concept bottleneck models, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.562314Z"},"links":{"cited_paper":"/paper/2410.06352","citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:beb0823ac2068abedecc6d4e4e68c5133e041fe069b474d882e835f5e7f181c4","observation_id":"38c538b7-67b7-4f47-bccb-cfb3bc4f8bc0","resolution":{"observed_at":"2026-08-07T14:22:58.562314Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.922251Z","title":"Human-algorithmic interaction using a large language model-augmented artificial intelligence clinical decision support system","venue":null,"work_id":"636a74e8-5f50-4fd1-99e1-0e585169e8c1","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.567329Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:73a179c4c5ef19f0fa6ec0e0df75f52316cf4288f6dd5b565c6a69975b104c80","observation_id":"15e6ca45-bf6c-404d-a300-92173781ad9c","resolution":{"observed_at":"2026-08-07T14:22:58.927099Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.906521Z","title":"Rethinking the inception architecture for computer vision","venue":null,"work_id":"f727d3ca-c32f-4db1-9fb0-833ce4af81ae","year":2016},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.572687Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:0343ab0436b7c2bad1c1ab8d169c488e65e820b04eba5ec4d20e462164a46f34","observation_id":"04f1b860-6a96-4c52-8d18-debd2d293c37","resolution":{"observed_at":"2026-08-07T14:22:58.911504Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.889888Z","title":"Calibrated learning to defer with one-vs-all classifiers","venue":null,"work_id":"4c5cc2e9-5498-4ed2-b30d-cad5eb22103f","year":2022},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.577387Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:f42e66b2981358a676bf22fead017b94a679165f203519504e27806d60de23c9","observation_id":"1c1331f5-82ea-415d-8ccd-f74fb44cfe1b","resolution":{"observed_at":"2026-08-07T14:22:58.895756Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.874272Z","title":"Learning to defer to multiple experts: Consistent surrogate losses, confidence calibration, and conformal ensembles","venue":null,"work_id":"7d95a871-07cb-4a8e-9bcc-8ca01517510b","year":2023},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.581850Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:611b04b047edc8fe8cc71ba87d05a07c04d9eea0d605bc19c7d9bf2d0d481ef1","observation_id":"9bb85713-807a-460c-9d6f-2cbd9bd51738","resolution":{"observed_at":"2026-08-07T14:22:58.879362Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.857311Z","title":"Exploiting human-ai dependence for learning to defer","venue":null,"work_id":"f6b6f757-ab71-4baa-979d-02b2b207f36d","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.586788Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:1f123ce7968d2d81f9a21d79d4bed32d9e16317f91c903527573b7cfee4b6e4e","observation_id":"a8426026-2a4a-4b5e-b004-7c7df111e362","resolution":{"observed_at":"2026-08-07T14:22:58.863149Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.839950Z","title":"Caltech-ucsd birds 200","venue":null,"work_id":"93fc45b6-d5fe-44ea-ac12-29d68530bcaa","year":2010},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.591561Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:692b8cce25b3504573350213824a362674c7f006112cde585f982ad7bdfd5b4d","observation_id":"56282f26-4e32-48e0-92dd-f99f55896f14","resolution":{"observed_at":"2026-08-07T14:22:58.844810Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.823147Z","title":"Learning to complement humans","venue":null,"work_id":"335fe2ed-26a5-4aba-89bc-869b0804a990","year":2021},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.597019Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:a345636b1d1f76954adbbd03105b222b0794a15a5a22b6f039df9c4a0096337c","observation_id":"23018b4d-9360-441d-be54-babdb5ed4ca4","resolution":{"observed_at":"2026-08-07T14:22:58.828588Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.806467Z","title":null,"venue":null,"work_id":"107a9005-5da5-48e9-878a-44a6cb010a12","year":2025},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.602013Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:e6886cd10244d53fdc208f960efe5434d29b914c1eac2db0507afc285dd81068","observation_id":"70f7b56b-e5ae-486b-a195-f20480890abc","resolution":{"observed_at":"2026-08-07T14:22:58.811654Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2205.15480","last_updated":"2023-02-01T22:26:15Z","snapshot_observed_at":"2026-08-06T03:12:00.729920Z","submitted_at":"2022-05-31T00:29:26Z","title":"Post-hoc Concept Bottleneck Models","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2205.15480","snapshot_observed_at":"2026-08-07T14:22:58.606745Z","title":"Post-hoc concept bottleneck models, 2022","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.606745Z"},"links":{"cited_paper":"/paper/2205.15480","citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:ae4877146274006d7029181d26ea4f6f7dc6f6a37405e323f22db4d5ba889cf6","observation_id":"8f6641a8-f50e-45a6-b76e-1ea415d60b97","resolution":{"observed_at":"2026-08-07T14:22:58.606745Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.790456Z","title":"The decoupling concept bottleneck model","venue":null,"work_id":"5cd6f0d1-d864-45a8-8473-de5a5e4a59c2","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.612750Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:240ab69000951479e284688a38638672f863367a6f5d888f9522a98f4cab0190","observation_id":"ad572690-b61a-43ff-b37d-9723c51bd036","resolution":{"observed_at":"2026-08-07T14:22:58.795516Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T14:22:58.773176Z","title":"Learning to complement and to defer to multiple users","venue":null,"work_id":"e966f7fb-b51b-4c01-bc9a-3d45b3d51575","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.617847Z"},"links":{"citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:5886e897dac8d3e57eff34b77a8d85724d89295fd71597f450f6d04fa6dcc7e3","observation_id":"36de9b4e-8663-4a46-a586-236b6267d9d5","resolution":{"observed_at":"2026-08-07T14:22:58.778752Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2411.11976","last_updated":"2024-12-04T17:13:22Z","snapshot_observed_at":"2026-07-06T19:52:11.774784Z","submitted_at":"2024-11-18T19:06:01Z","title":"Coverage-Constrained Human-AI Cooperation with Multiple Experts","version":2},"cited_work":{"arxiv_id":"2411.11976","doi":null,"metadata_source":"pith","pith_arxiv_id":"2411.11976","snapshot_observed_at":"2026-08-07T14:22:58.659575Z","title":"Coverage-Constrained Human-AI Cooperation with Multiple Experts","venue":"cs.LG","work_id":"7651b930-5bdc-4a87-ad3d-293633074646","year":2024},"citing_paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-07T14:22:58.623315Z"},"links":{"cited_paper":"/paper/2411.11976","citing_paper":"/paper/2505.19220"},"observation_digest":"sha256:f9758c900be5e35f280a21882c18aab38ba9e7159b9a2e8f08ff207927ae672d","observation_id":"9da10c33-9ef7-4ef4-b947-4c7f25d7d5ff","resolution":{"observed_at":"2026-08-07T14:22:58.667309Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2505.19220","last_updated":"2025-05-25T16:34:45Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-07T14:16:26.058869Z","submitted_at":"2025-05-25T16:34:45Z","title":"DeCoDe: Defer-and-Complement Decision-Making via Decoupled Concept Bottleneck Models"},"reference_resolution":{"displayed":41,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":10,"verified_exact":1,"verified_fuzzy":30},"total_outbound_references":41},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2505.19220."}