{"as_of":"2026-08-11T01:56:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:64a71cc90c723796bead35ce84d253c9e7252b54af851e63f0db1d98e44b0673","coverage":[{"denominator":36,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":36,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T19:18:49.838435Z","state":"measured"},{"denominator":36,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":36,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+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/2509.09371/citation-record","integrity":"/paper/2509.09371/integrity","json":"/paper/2509.09371/citation-record.json","paper":"/paper/2509.09371"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-04T19:18:45.705958Z","title":", \" * write output.state after.block = add.period write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:45.705958Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:da9771f32256319e8dac921afc4870c5a451440d987873d98d9c54fc7e528614","observation_id":"3bb88c92-2abc-4449-a40e-2bf577b38023","resolution":{"observed_at":"2026-08-04T19:18:45.705958Z","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":"2026-08-04T19:18:45.859396Z","title":"write newline","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:45.859396Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:7ca9307a72df7c3018d3ffa7ad69d8fb3b1d90f7bf1a2e2dae1efa45a85c68cd","observation_id":"fb44dc03-5385-4fd0-b80b-8f685de10200","resolution":{"observed_at":"2026-08-04T19:18:45.859396Z","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":"2026-08-04T19:18:45.985160Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:45.985160Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:83d0912fc57f500745a779b9cd03c9f8f815bc8778ced04f0e092bed166cabb9","observation_id":"b2496988-a9d4-4cd4-97f3-e5ff1a89325c","resolution":{"observed_at":"2026-08-04T19:18:45.985160Z","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":"2026-08-04T19:18:46.117527Z","title":null,"venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:46.117527Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:3120738b4abcd47d0d1342af1e1b9aca3fa13af442920c864e36f660e8068639","observation_id":"378c0d67-0014-493e-a77e-a392217aa033","resolution":{"observed_at":"2026-08-04T19:18:46.117527Z","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":"2026-08-04T19:18:46.286159Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:46.286159Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:b6da6632036904a1857de22f05c2503fb20fe501575583ed1571d9400d3eafbc","observation_id":"d53a6a7b-2daa-4883-ac00-897eaea8514f","resolution":{"observed_at":"2026-08-04T19:18:46.286159Z","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":"2026-08-04T19:18:46.446421Z","title":"and Murthy, K","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:46.446421Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:848722097f7c3aa230c99cfb09cb86f30780fb05b0e2287e6e4d4f6a924423ca","observation_id":"1a8b161a-3edc-4c00-9915-db0d1107faea","resolution":{"observed_at":"2026-08-04T19:18:46.446421Z","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":"2026-08-04T19:18:46.569732Z","title":null,"venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:46.569732Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:a3399a80900108fdf88ebb76d1185b7e1d1c633ff273832adf3de6e589dc3a81","observation_id":"521531d3-6e30-404f-9635-61baa4d66a73","resolution":{"observed_at":"2026-08-04T19:18:46.569732Z","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":"2026-08-04T19:18:46.682446Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:46.682446Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:38c60047fd6f9094aabbebad59c5b227816679ad0817e9919b20a237eef8d0d1","observation_id":"cc41c920-b752-49bf-bea8-1c7662d10713","resolution":{"observed_at":"2026-08-04T19:18:46.682446Z","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":"2026-08-04T19:18:46.830271Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:46.830271Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:5805476081003dd64f750b604cd8d904c46bff77d0a233c7ccf7536e277bc750","observation_id":"fe247667-5d7e-4a6f-a25a-ed4423abf6b2","resolution":{"observed_at":"2026-08-04T19:18:46.830271Z","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":"2026-08-04T19:18:46.965774Z","title":"T., Toh, K.-C., and Zhang, Y","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:46.965774Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:7991f8a9bb6e91ba24546529eb603974aa6cc6e3b900bb50693b56c1ce8d7f24","observation_id":"d6ba6154-2aa7-4478-a608-c97a2c4e1372","resolution":{"observed_at":"2026-08-04T19:18:46.965774Z","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":"2026-08-04T19:18:47.081840Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.081840Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:a95421589599cbf7102b9d11396ce77cc1614d333ded965be7b2c9e957c55b5a","observation_id":"53f4d2f0-8b5d-45c8-9ba8-54c15ce1def2","resolution":{"observed_at":"2026-08-04T19:18:47.081840Z","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":"2026-08-04T19:18:47.211835Z","title":null,"venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.211835Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:504c1ae06d5fbc49f05daa338c81ffc09354684eb01c7a658d74def7d62de4d3","observation_id":"5b660ae6-7997-4916-b621-399abf284b22","resolution":{"observed_at":"2026-08-04T19:18:47.211835Z","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":"2026-08-04T19:18:47.309940Z","title":"and Kleywegt, A","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.309940Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:36dc953fd11a796838c02095f910ecdd56727eae01364a117c354f9d8b524569","observation_id":"233290a6-cc0a-4253-bbe4-79cf8bc5afb8","resolution":{"observed_at":"2026-08-04T19:18:47.309940Z","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":"2026-08-04T19:18:47.428173Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.428173Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:8f5352f8e8101b26bbf15c207ec4dbc63b315ecf9486cf4f57eae242d9c802d5","observation_id":"e1277654-5425-48ce-a0c4-e054162601b6","resolution":{"observed_at":"2026-08-04T19:18:47.428173Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.06867","last_updated":"2024-12-18T09:16:42Z","snapshot_observed_at":"2026-08-10T13:03:10.006256Z","submitted_at":"2024-07-09T13:56:34Z","title":"Distributionally robust risk evaluation with an isotonic constraint","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.06867","snapshot_observed_at":"2026-08-04T19:18:47.547101Z","title":"F., and Ma, C","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.547101Z"},"links":{"cited_paper":"/paper/2407.06867","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:a26f05b21fc2df580b0502ea920d2414e70e5cfe3ba76b53a08ef113b422edac","observation_id":"7b829b2f-1a62-4781-bf1c-2693ee510302","resolution":{"observed_at":"2026-08-04T19:18:47.547101Z","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":"2026-08-04T19:18:47.682677Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.682677Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:90cb01b9b573a97167c5cb65071441f75194ba8dd457c68490f78314409dd180","observation_id":"10be1738-1a4c-4de1-b219-562c3870d204","resolution":{"observed_at":"2026-08-04T19:18:47.682677Z","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":"2026-08-04T19:18:47.828612Z","title":"and Zhang, X","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.828612Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:14430f19ba37923a182cfb556d959f20a9e9c709f696d4ab48d895d121162e9f","observation_id":"09e95c5c-97fd-49af-9ed1-4930b87bfaad","resolution":{"observed_at":"2026-08-04T19:18:47.828612Z","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":"2026-08-04T19:18:47.957510Z","title":"T., and Li, H","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:47.957510Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:a2b41ce346697739c701885a42cefd665b61aeff5cee2cf4c26f1de55d512772","observation_id":"6b88aaf9-7b70-40f8-921a-9c3f1a981daf","resolution":{"observed_at":"2026-08-04T19:18:47.957510Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2406.00701","last_updated":"2024-06-05T15:05:24Z","snapshot_observed_at":"2026-08-10T10:47:58.887383Z","submitted_at":"2024-06-02T10:36:28Z","title":"Profiled Transfer Learning for High Dimensional Linear Model","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.00701","snapshot_observed_at":"2026-08-04T19:18:48.090951Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.090951Z"},"links":{"cited_paper":"/paper/2406.00701","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:d2987d1922b2a4e84f97a7e01f6631f080b926f8923cf6b86653095baa7a55ee","observation_id":"518e4bfe-8f96-4c05-9a16-a318ebf911b3","resolution":{"observed_at":"2026-08-04T19:18:48.090951Z","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":"2026-08-04T19:18:48.166507Z","title":"and Kuhn, D","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.166507Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:4a1fbf7b1f123a17819669ffa9e155f1ba4c7bc8bc3eee648c411799f402098d","observation_id":"75399db5-42ad-4b44-8b9f-29f5d3d25d14","resolution":{"observed_at":"2026-08-04T19:18:48.166507Z","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":"2026-08-04T19:18:48.243159Z","title":null,"venue":null,"work_id":null,"year":1998},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.243159Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:c5ac73e1acfde7e4350788ba9bc64cbbe4841959be78b5bc4834cc6c2fb2bf48","observation_id":"25c26cc2-0a81-4fa0-97ce-c9b877f4ca8d","resolution":{"observed_at":"2026-08-04T19:18:48.243159Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.13582","last_updated":"2024-09-17T12:42:35Z","snapshot_observed_at":"2026-08-04T06:18:30.507200Z","submitted_at":"2024-07-18T15:24:54Z","title":"Wasserstein Distributionally Robust Optimization with Heterogeneous Data Sources","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.13582","snapshot_observed_at":"2026-08-04T19:18:48.331557Z","title":"M., and Kuhn, D","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.331557Z"},"links":{"cited_paper":"/paper/2407.13582","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:73772f3124bb048c68e094edb57217c6f361bfc06f5bf42b65e8d0e20176f151","observation_id":"c5e34215-1e68-45b9-a9ea-8002ed2b6bb3","resolution":{"observed_at":"2026-08-04T19:18:48.331557Z","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":"2026-08-04T19:18:48.429770Z","title":"M., and Kuhn, D","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.429770Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:06f360d74db26703367e4e071fee3c94198c6e55c39dbbb59af2fd8ab79ea2fd","observation_id":"9158e2af-cbc8-4bf2-a72c-ba83fbba72f2","resolution":{"observed_at":"2026-08-04T19:18:48.429770Z","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":"2026-08-04T19:18:48.527295Z","title":null,"venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.527295Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:56389cd22e5eed495752b00559644a652ce0459f2c495167a2e86bbced3c82c0","observation_id":"9254b7fe-437a-4ae1-b64d-2624191425b8","resolution":{"observed_at":"2026-08-04T19:18:48.527295Z","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":"2026-08-04T19:18:48.647064Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.647064Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:82786f3b6c0c058c8e03fb5d18c95ada05df7510caac44c4acde0953e55ac149","observation_id":"672a9a90-577b-4071-9474-b4f91133ff41","resolution":{"observed_at":"2026-08-04T19:18:48.647064Z","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":"2026-08-04T19:18:48.759678Z","title":"and Feng, Y","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.759678Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:9c14397bf3a1c5f78925de35f122edb963467dfc9acd09c1136e51487d5c56d2","observation_id":"03d66c10-4961-40db-8ab3-8efa07b74e66","resolution":{"observed_at":"2026-08-04T19:18:48.759678Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2303.17765","last_updated":"2025-07-06T20:36:55Z","snapshot_observed_at":"2026-08-09T18:05:14.712364Z","submitted_at":"2023-03-31T01:56:13Z","title":"Learning from Similar Linear Representations: Adaptivity, Minimaxity, and Robustness","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2303.17765","snapshot_observed_at":"2026-08-04T19:18:48.876289Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.876289Z"},"links":{"cited_paper":"/paper/2303.17765","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:5f1bb17ba0a002526d3b483220aa155ef5b57151cafe2aee3c89b328f27c2838","observation_id":"13f0cb10-8f2f-49e2-a6f9-d4740b3aab6d","resolution":{"observed_at":"2026-08-04T19:18:48.876289Z","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":"2026-08-04T19:18:48.983852Z","title":null,"venue":null,"work_id":null,"year":1978},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:48.983852Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:a67f0abb8340f397e8ca9ab948f53235ce397ad72be7d3596b7913086157494a","observation_id":"e56f2017-34de-4e1e-a6bf-92186572f188","resolution":{"observed_at":"2026-08-04T19:18:48.983852Z","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":"2026-08-04T19:18:49.089676Z","title":null,"venue":null,"work_id":null,"year":1979},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.089676Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:179cfe1cd9fea10cace713ed46d6b3095afcc8d77b3861f7d6c321eb5261f4b3","observation_id":"42f86755-9f17-4f4e-8037-9b7c7b346f6c","resolution":{"observed_at":"2026-08-04T19:18:49.089676Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2505.12868","last_updated":"2025-05-19T08:52:15Z","snapshot_observed_at":"2026-08-07T15:43:22.485373Z","submitted_at":"2025-05-19T08:52:15Z","title":"Causality-Inspired Robustness for Nonlinear Models via Representation Learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2505.12868","snapshot_observed_at":"2026-08-04T19:18:49.195550Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.195550Z"},"links":{"cited_paper":"/paper/2505.12868","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:afb359776f162458f63c46d7ea54a9374f037cd05865692cdd1f4bebd923db5c","observation_id":"ffd76e6b-da46-4e06-9985-acc2c215eb1b","resolution":{"observed_at":"2026-08-04T19:18:49.195550Z","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":"2026-08-04T19:18:49.292472Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.292472Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:2bc6016838b726d2addcc7bc9fe6dc0c313686e6d6cfde18d282b1516d7985ab","observation_id":"cbd57cf0-4ed8-4931-8d6a-31f9a2a864f5","resolution":{"observed_at":"2026-08-04T19:18:49.292472Z","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":"2026-08-04T19:18:49.388803Z","title":null,"venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.388803Z"},"links":{"citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:6c91098182cebc0437b3df3a55fb931e28640d431e950a6185e1e954b8b79dca","observation_id":"f99aa6b6-91fd-481d-ac39-85bbd861d91c","resolution":{"observed_at":"2026-08-04T19:18:49.388803Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.06534","last_updated":"2023-09-12T19:18:52Z","snapshot_observed_at":"2026-08-10T10:48:21.142438Z","submitted_at":"2023-09-12T19:18:52Z","title":"Distributionally Robust Transfer Learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.06534","snapshot_observed_at":"2026-08-04T19:18:49.478019Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.478019Z"},"links":{"cited_paper":"/paper/2309.06534","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:8fad2a2cf2b67d440500fbcfb48a139af4e5f3660ee3d744fa2bfcac223d0ba6","observation_id":"f376c436-099d-4cba-be16-4904f0b05958","resolution":{"observed_at":"2026-08-04T19:18:49.478019Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2407.20073","last_updated":"2025-05-01T02:57:51Z","snapshot_observed_at":"2026-08-06T22:00:02.687097Z","submitted_at":"2024-07-29T14:59:09Z","title":"Domain Adaptation Optimized for Robustness in Mixture Populations","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2407.20073","snapshot_observed_at":"2026-08-04T19:18:49.605555Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.605555Z"},"links":{"cited_paper":"/paper/2407.20073","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:ae011b3cad52eb4de0f933f878757c3e9e13bd44e2bb6096ad95c66b17bf2c6e","observation_id":"18981096-02a9-4cf3-a0e8-e904e3abf619","resolution":{"observed_at":"2026-08-04T19:18:49.605555Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2507.15416","last_updated":"2025-07-21T09:17:12Z","snapshot_observed_at":"2026-08-09T06:57:07.625290Z","submitted_at":"2025-07-21T09:17:12Z","title":"Sufficiency-principled Transfer Learning via Model Averaging","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2507.15416","snapshot_observed_at":"2026-08-04T19:18:49.699653Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.699653Z"},"links":{"cited_paper":"/paper/2507.15416","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:1a4b92416158db95da70997de3bd4db50626cccdd42253db89aac58e52d6eabf","observation_id":"b9a1b126-a729-4f36-8bee-1d127083b9f6","resolution":{"observed_at":"2026-08-04T19:18:49.699653Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2410.06484","last_updated":"2026-07-11T03:47:03Z","snapshot_observed_at":"2026-08-04T17:47:05.266119Z","submitted_at":"2024-10-09T02:20:11Z","title":"Domain Adaptation Targeting Heterogeneous and Imbalanced Subgroups","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2410.06484","snapshot_observed_at":"2026-08-04T19:18:49.838435Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework","version":2},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-04T19:18:49.838435Z"},"links":{"cited_paper":"/paper/2410.06484","citing_paper":"/paper/2509.09371"},"observation_digest":"sha256:100d309d57221872a5b50983fc628157f7ea0386ac776036953bce7031269234","observation_id":"b86e866a-d11e-4d84-9cb2-ba6e5820b27a","resolution":{"observed_at":"2026-08-04T19:18:49.838435Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2509.09371","last_updated":"2026-07-19T17:07:43Z","latest_version":2,"primary_category":"stat.ME","snapshot_observed_at":"2026-08-09T06:57:54.206513Z","submitted_at":"2025-09-11T11:42:17Z","title":"Representation-Aware Distributionally Robust Optimization: A Knowledge Transfer Framework"},"reference_resolution":{"displayed":36,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":36,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":36},"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":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 11 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2509.09371."}