{"as_of":"2026-08-07T05:16:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:ae718e73097ada2d02f029b99445fb9ce44fe4a9cdc47de99cb65264bf28518f","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":"2026-07-12T00:46:20.409088Z","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":"2026-08-06T06:34:29.942622+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/2607.03675/citation-record","integrity":"/paper/2607.03675/integrity","json":"/paper/2607.03675/citation-record.json","paper":"/paper/2607.03675"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"ingredients","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:90422f6c603da31511206b711415576f5752de483017c94ebb2287e1ea0221c7","observation_id":"74f6c585-109b-420f-8092-2317a642edae","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Data shapley: Equitable valuation of data for machine learning","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:3393e4d58a4cba6986e89ff37f30892d56b23f0f0e310b843248e39b451e680f","observation_id":"52bb8b43-0a18-4972-91c5-01fc2f1308ca","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Collaborative machine learning with incentive-aware model rewards","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:71580b38cec8fea793dbd091b96ab69abfe2d5cf9f20743829cddce4bf2ae780","observation_id":"22f3997c-d301-4ba5-bc68-9df872d76bc0","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"A marketplace for data: An algorithmic solution","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:6fa073e404e10ada23c8d210f2d4c43e76012dea7ac37244b34f3c6e59df81e1","observation_id":"d91e1a80-93db-4764-ac45-f279d7fd4cfa","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":null,"venue":null,"work_id":null,"year":1953},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:056f681a956ac8f45ca81b1c5672f8217ab3f05aa719f445ddd65b8c75eb2ddd","observation_id":"eb87f131-be8d-4d9d-871f-602ecda26232","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1908.08619","last_updated":"2020-03-29T06:05:56Z","snapshot_observed_at":"2026-08-04T00:56:59.923503Z","submitted_at":"2019-08-22T23:09:27Z","title":"Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1908.08619","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"Efficient task-specific data valuation for nearest neighbor algorithms.arXiv preprint arXiv:1908.08619, 2019","venue":null,"work_id":null,"year":1908},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/1908.08619","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:46febd427cc8654ff52b9fcc02a131c559fdeb754fb22013a9d0543370f2e293","observation_id":"ec824155-12a2-43c6-918f-cd18cdbb4704","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Cs-shapley: class-wise shapley values for data valuation in classification.Advances in Neural Information Processing Systems, 35:34574–34585, 2022","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:e2d16ebf3f0cb01cf4cee070e3bb03381765b81cf173d20670f759254e7c250e","observation_id":"f39e2d3b-8acf-4f0d-8465-e2d4806c5a5b","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"A principled approach to data valuation for federated learning","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:5f68bb291f4c5dcd6e2cad6db6663d6e91fe184fbd79a2223373adc766e0963e","observation_id":"d958865c-ce15-4b89-927c-c2d5e4454b2e","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2112.08364","last_updated":"2024-01-04T07:19:17Z","snapshot_observed_at":"2026-07-06T12:19:11.280873Z","submitted_at":"2021-12-15T02:42:28Z","title":"Data Valuation for Vertical Federated Learning: A Model-free and Privacy-preserving Method","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2112.08364","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"Data valuation for vertical federated learning: A model-free and privacy-preserving method.arXiv preprint arXiv:2112.08364, 2021","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2112.08364","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:226fac91e3df31eaccdd94d299338244847e635ad66ed66da21828fa2b875fdc","observation_id":"40f9b3e4-6baf-41be-9d9d-986987afec64","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Data shapley valuation for efficient batch active learning","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:e83f65dd2c2546fbd5cd3c60f1f79e6c5d121a017323936e722625806c7c1bed","observation_id":"a2ca3bab-ccf4-4c70-823b-3ea00c6ab8b9","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.04258","last_updated":"2023-11-26T04:35:41Z","snapshot_observed_at":"2026-07-06T15:13:48.035348Z","submitted_at":"2023-04-09T15:31:53Z","title":"A Note on \"Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms\"","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.04258","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"efficient task-specific data valuation for nearest neighbor algorithms","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2304.04258","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:343aaab6e26db21a6d77c1394500fc89e4b76ce4c2d72f4006d8bf36d2636f21","observation_id":"01e85189-273c-4153-8897-f59187e9daa6","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Threshold knn-shapley: A linear- time and privacy-friendly approach to data valuation.Conference on Neural Information Processing Systems, 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:e5a76a9493decdb54de685c07275f4189d9a72dfccc9b2bea0e17d7e95bc56b9","observation_id":"684dd060-843c-4f41-a35e-9643b8801ba2","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2405.17489","last_updated":"2024-05-25T03:26:33Z","snapshot_observed_at":"2026-08-06T16:37:22.012958Z","submitted_at":"2024-05-25T03:26:33Z","title":"On the Inflation of KNN-Shapley Value","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2405.17489","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"On the inflation of knn-shapley value.arXiv preprint arXiv:2405.17489, 2024","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2405.17489","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:d090c31887a5b9064f82c51b466ad140f421e33ea06cb576df94c16e3a30260e","observation_id":"a8a0366d-21f8-4952-b38e-eba5b6aa4cb1","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2304.01224","last_updated":"2023-04-02T06:15:19Z","snapshot_observed_at":"2026-08-01T15:35:44.159317Z","submitted_at":"2023-04-02T06:15:19Z","title":"Optimizing Data Shapley Interaction Calculation from O(2^n) to O(t n^2) for KNN models","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.01224","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"Optimizing data shapley interaction calculation from o (2ˆ n) to o (tnˆ 2) for knn models.arXiv preprint arXiv:2304.01224, 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2304.01224","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:b60a0b1226e0cd4a1b6ba3d7ef356421e33ebf8bcf120968d3078500ce90a4cd","observation_id":"45f7d9bd-949e-4bce-9217-19becb0aefa4","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Explanations for data repair through shapley values","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:a3b56a2c6f9ecc1f7c812cc6f4b7d347738f86d8beb265acbf55a81a31381f07","observation_id":"8bba2cd8-46e1-45a1-9a3b-e7c85965c1a9","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"A distributional framework for data valuation","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:6ed7bb11bea9c1a55ea7e39f187d13f0933ee7cfbb265c2eebbf2ca2999af984","observation_id":"d486fb0d-f47e-45b8-bff1-2e335dd5d628","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Towards efficient data valuation based on the shapley value","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:44db4738cb67c27c976e865bd1dbb3d77cdd2ff12da80f17fdbb3712477a1b1f","observation_id":"f29693ce-e321-4e3d-97b2-dabd78dfe2f4","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Shapley-value data valuation for semi-supervised learning","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:cd672e3118c6d0d1adffd7650df216a3ac09d78892886a08431fa1f50d2cd435","observation_id":"ecdcd368-9bb0-4dcb-bf48-b59670748642","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2110.14049","last_updated":"2022-01-18T23:18:59Z","snapshot_observed_at":"2026-07-06T12:02:19.650098Z","submitted_at":"2021-10-26T22:03:55Z","title":"Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2110.14049","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"Beta shapley: a unified and noise-reduced data valuation framework for machine learning.arXiv preprint arXiv:2110.14049, 2021","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2110.14049","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:78d0bef502f7749fd49f061ec06e5274bd85dcf5e732b10317b6721c0ae160b1","observation_id":"6770fb4c-67f0-4a6a-92b2-e7d1e18caf52","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"A unified approach to interpreting model predictions.Advances in Neural Information Processing Systems, 2017","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:2a008a19ea720f39a46f32d7fe32ae65f11ce139579b1a5fa4ca079801cbf356","observation_id":"88353a17-d490-4815-a8e3-080eee983d77","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2012.01536","last_updated":"2021-04-23T01:33:31Z","snapshot_observed_at":"2026-08-05T23:58:57.174961Z","submitted_at":"2020-12-02T21:20:47Z","title":"Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2012.01536","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"Improving kernelshap: Practical shapley value estimation via linear regression.arXiv preprint arXiv:2012.01536, 2020","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2012.01536","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:a1d45369fc21c6f797894dbd5696752227ac2f91f1d04149fbef627d48c32933","observation_id":"ca6ae5f6-42d2-4b11-a7b4-067c72d9caa4","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Trustworthy machine learning for health care: scalable data valuation with the shapley value","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:1b7802b9e35d0f6c8e1a1889e70e276ff86132fe74fddcf36b7f4263dfe4c00d","observation_id":"353195ee-a102-4a19-8290-3255bfb49cc6","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Data valuation for medical imaging using shapley value and application to a large-scale chest x-ray dataset","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:6dd8393ef43548c39f9b374b3850d19a50f68049980c38720200ac18ee8e294c","observation_id":"3ec06626-1787-4bf4-a9a8-39cdacbfd42d","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Data banzhaf: A robust data valuation framework for machine learning","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:34efa016d1c8652cdf20aeb4378194ad9ab113eeae1556d26e52c1bd2f49d88a","observation_id":"40563bfd-7879-4216-ae14-5de96ab33c76","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2107.06336","last_updated":"2022-04-07T14:51:55Z","snapshot_observed_at":"2026-07-06T11:28:50.559049Z","submitted_at":"2021-07-13T18:56:04Z","title":"Improving Cooperative Game Theory-based Data Valuation via Data Utility Learning","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2107.06336","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"Improving cooperative game theory-based data valuation via data utility learning.arXiv preprint arXiv:2107.06336, 2021","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2107.06336","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:7860671873fe247bb14d8dcec58f899be5aafd0cd52f75263eb92d8c70299bc2","observation_id":"e1847462-2a71-4213-a84f-6469e5e5adce","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Efficient sampling approaches to shapley value approximation.ACM on Management of Data, 1(1):1–24, 2023","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:ac78017fcea5209855fb424786c977ca77cd8c2e0295adf0260dd2d561b8d0f1","observation_id":"26a8795a-adf9-4cb0-a6ca-9d2354456c66","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Polynomial calculation of the shapley value based on sampling","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:0e127a4b48be83d002c6512746eac9fa4119b091caf84cdbc1d799bcac3e8799","observation_id":"c267eca5-096b-45cd-b09d-ab591848376d","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2208.01163","last_updated":"2022-08-01T22:38:56Z","snapshot_observed_at":"2026-08-05T23:20:21.819818Z","submitted_at":"2022-08-01T22:38:56Z","title":"On Shapley Value in Data Assemblage Under Independent Utility","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2208.01163","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"On shapley value in data assemblage under independent utility","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/2208.01163","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:cd39ef34979c9cd7f54868fc6e1dde9ab935216271bf8a7b87b21392ddcd4237","observation_id":"ce7bf4ba-efb7-4fec-a5e5-e3bb0b7194ae","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Efficient data shapley for weighted nearest neighbor algorithms","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:0d56e21dd779cef7f01e88d04cf4b90b952f6bc4b1e0f35af5a0faff4d988076","observation_id":"793479b5-241e-4024-9b17-493a6728730d","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Do imagenet classifiers generalize to imagenet? InInternational Conference on Machine Learning, 2019","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:5e89bdadd3126331cba0c7c13bfda88274daf982c32d00f55aa872a63747c930","observation_id":"8980a8b8-c0e5-4467-92f6-63c998a3263e","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1911.09052","last_updated":"2019-11-08T13:58:31Z","snapshot_observed_at":"2026-07-06T08:38:33.799230Z","submitted_at":"2019-11-08T13:58:31Z","title":"Collaborative Machine Learning Markets with Data-Replication-Robust Payments","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1911.09052","snapshot_observed_at":"2026-07-12T00:46:20.409088Z","title":"Collaborative machine learning markets with data-replication-robust payments.arXiv preprint arXiv:1911.09052, 2019","venue":null,"work_id":null,"year":1911},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"cited_paper":"/paper/1911.09052","citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:7278bd70b777f6e924cf5e6edabd45fa74e856034dd39a9b2f9a518afa5dec61","observation_id":"4b20aa8f-bbd3-4ff9-b4b4-2a9cfefe8e6d","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients.Expert Systems with Applications, 36(2):2473–2480, 2009","venue":null,"work_id":null,"year":2009},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:11283a3dbc6785f6e10f6cf4aec71e05068ec1ef3209125b79a312af3248810c","observation_id":"a4c5a17b-3cca-4d31-b7b8-365974ce9bf3","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Openml dataset: phoneme (version 1), 2014","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:a2248468ad2edbc62b4b626f288eef7986e51ffeabf0cf4672c1ae3650100183","observation_id":"6bb784ab-c010-482c-9202-9bae404bf1d5","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Friedman, Richard A","venue":null,"work_id":null,"year":1984},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:e7232325e93db2ac7d03825fc79ce9e4ab75ba928052a5ce7f805a0b2a62e0a5","observation_id":"d2efcf65-3b53-406b-a19e-d717cc61cd40","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Openml dataset: 2dplanes (version 2), 2014","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:a692430c99b700128a26797f61fa8ab2c23635889684f54a6fb352179bbb44f8","observation_id":"2773a103-4421-45cc-a56e-b8d9758301b4","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Openml dataset: pol (version 2), 2014","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:a6d1ea1f3638a32e85d3e9340cd9b0062b59e237ea1b535b66aa76152a9f8cd2","observation_id":"dbc2ae0a-5afd-4e0c-883a-b598ce3dcce9","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Delve data repository: Computer activity dataset, 1990","venue":null,"work_id":null,"year":1990},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:654aa2796ddc8f7ebaffa17ddecfd07a7f0b1fa75e4cc052a13eab33ff02ede3","observation_id":"99a77783-954c-45fc-a8b0-cca2d68261ff","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Openml dataset: cpu_act (version 3), 2014","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:478f84f78d899f895407ad104b29f11375e75bc8e2e46432f4ee7335d65723bf","observation_id":"aa73539f-9a1a-4723-9eab-d627ac7813f4","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Newsweeder: Learning to filter netnews","venue":null,"work_id":null,"year":1995},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:0282ab846b94d551d48e254a5ca12d169a32e41f3b710423b8bc896552f59d94","observation_id":"93c65e29-adda-441b-9a1c-6ff175e4a337","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:7c696f3558b2dd8725fda6c41b6155c06ab1c345ca9446ac8ad724e68c490842","observation_id":"9951faa5-ad56-42bc-a711-6347874d57ba","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","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":"2026-07-12T00:46:20.409088Z","title":"Sentence-bert: Sentence embeddings using siamese bert-networks","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-07-12T00:46:20.409088Z"},"links":{"citing_paper":"/paper/2607.03675"},"observation_digest":"sha256:2b7607a037c1911d97f927d8432baf56bbdadcfe6a4dc65f266b850fec43c60e","observation_id":"a75ef38f-2fd7-4040-8d2f-e081c6cec805","resolution":{"observed_at":"2026-07-12T00:46:20.409088Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.03675","last_updated":"2026-07-04T03:07:36Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-07-12T00:46:20.186943Z","submitted_at":"2026-07-04T03:07:36Z","title":"Validation-Induced Shapley Shifts: How Validation Structure Distorts Data Valuation"},"reference_resolution":{"displayed":41,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":41,"verified_exact":0,"verified_fuzzy":0},"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":"2026-08-06T06:34:29.942622+00:00","source":"crossref"},{"observed_at":"2026-08-06T06:34:23.284952+00:00","source":"retraction_watch"}],"thesis":"As of 7 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2607.03675."}