{"as_of":"2026-08-18T19:14:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:62d3cdddcf05bf2cc677799a8d1f134960f8802a399c974853202f15b4e75afa","coverage":[{"denominator":16,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":16,"source":"paper_references, paper_reference_links","source_observed_at":"2026-06-26T16:10:01.608123Z","state":"measured"},{"denominator":17,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":17,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-18T06:34:40.430872+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-12T06:36:55.528353Z","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":[{"citation":{"cited_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2606.20301","snapshot_observed_at":"2026-07-12T06:36:55.528353Z","title":"Data-driven control from poisoned data: Fundamental limitations and secure DeePC,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.02851","last_updated":"2026-07-03T01:06:50Z","snapshot_observed_at":"2026-08-18T06:57:16.736758Z","submitted_at":"2026-07-03T01:06:50Z","title":"Data-driven Kernel-based Predictive Control with Stability and Robustness Guarantees","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-07-12T06:36:55.528353Z"},"links":{"cited_paper":"/paper/2606.20301","citing_paper":"/paper/2607.02851"},"observation_digest":"sha256:ac2e1c78f4327feb4d11fd556ac6ad42e01fed35ac3bbb1bea12c966399be6c9","observation_id":"5490ed68-8b30-4924-a18f-c226a9ce53b5","resolution":{"observed_at":"2026-07-12T06:36:55.528353Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2606.20301/citation-record","integrity":"/paper/2606.20301/integrity","json":"/paper/2606.20301/citation-record.json","paper":"/paper/2606.20301"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-26T16:10:01.608123Z","title":"Formulas for data-driven control: Stabiliza- tion, optimality, and robustness,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:aa2376873a8737cb72ff18d469a3e5bf82f51ff18f536c4ff17d77c6a049056e","observation_id":"00fbecc4-4491-4c97-8859-349aabe4fa9e","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Data-enabled predictive control: In the shallows of the DeePC,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:f4e7842eed55f9340055e4488e2b9495351c14e80b75d69ceb701c3ce995bb09","observation_id":"4d084cb9-f7bd-46d7-b1d8-6472a87d755a","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Robust data-enabled predictive control: Tractable formulations and performance guaran- tees,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:37c967dd41a590f3b001ca1f99f4a283615496b475ea430299f05414b4db5a61","observation_id":"a180c174-1cd5-47a6-9d03-8ee380818150","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Data-driven model predictive control with stability and robustness guarantees,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:6f73844bf4b1180fc23fcbf6b6f04f8c09d4ec5d7a13503eccab62dfd3097490","observation_id":"5440b0ee-62ac-4fb0-915d-7ef98eead28b","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Poisoning attacks against data-driven control methods,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:dc75774cca2dc5bd5a87b17af8c2f449d7887dbe916111f861edb93d3f4f15de","observation_id":"77cb49dd-f53f-45a3-b244-05711d955778","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Poisoning attacks against data-driven predictive control,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:5fc80d0919503c04fde65487b5f437bee31452eea786c498c2518860b4f8710b","observation_id":"9e78eaf5-e13e-45f8-a7d2-53d33da95963","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Adversarial attacks to direct data-driven control for destabilization,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:b08b795efb15f9fe09dc46fa88e64c2d53188a9910b4df118c405e8069762fb5","observation_id":"574b19fe-d08c-4c4a-8262-5119a5ef1fc7","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Data-driven security control for CPSs under aperiodic DoS attacks: A switched system approach,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:61c26534c71bdde24356a7e7c159f33aebff2cdb6480818adedb8f038d3b45c3","observation_id":"29503313-d564-4c25-b245-ab2f7a90d04b","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Data-driven security controller design for unknown networked systems,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:732e5a9910909183604c1ed4ca6a91e160658c46814aa7a60544478f3d704b2b","observation_id":"102ebb5c-9737-4c3a-8a29-ad10f1b3e298","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"A note on persistency of excitation,","venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:075f64dacd93bc2e4f4fe77645d38df6c630fd7a7f01bda4088eb7ef7916aca1","observation_id":"669796f1-cc5a-4d3a-9545-fd114a07a6cb","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Data-driven resilient predictive control under denial-of-service,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:640828cc4d3222032e796cc7fe8b715afff29e249afcaafaa4fc3cbf06606307","observation_id":"89809c91-53ca-4568-9a8c-1f66f038e318","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Data-driven control against false data injection attacks,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:a17f8d8d836dd1d9eddc99074524f0ae5d0bd39d54a85a2e9d06030432d98fbe","observation_id":"d0257516-172b-49b9-baa0-b4eb80ad0764","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Data-driven robust control under input-output stealthy attacks,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:485fc4be9eaac7b63e874427ae4404fc85f429fd0bf80a13103f8321e328ef43","observation_id":"91a1132d-f1ab-4cb2-85df-b26de0fc49a4","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2510.02183","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-07-04T05:19:34.943700Z","title":"Detection and identification of sensor attacks using partially attack-free data,","venue":null,"work_id":"5ba716e2-1af8-457c-bfb1-c54a3955c3bd","year":2025},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:7194a2be8086cf5d4bd3354c98feea9b56ef2098e446ab5c38fe6571cb054714","observation_id":"1edf92d5-11b8-4088-8667-a6b563223911","resolution":{"observed_at":"2026-07-04T05:19:34.945592Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-06-26T16:10:01.608123Z","title":"Event-triggered state observers for sparse sensor noise/attacks,","venue":null,"work_id":null,"year":2079},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:c5827213c008083f2bdb413001060173bd2141935c92ee971e6717a3f807f7a9","observation_id":"e204743d-a517-4371-9c49-01a82ab2bf6e","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","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":"2026-06-26T16:10:01.608123Z","title":"Beyond persistent excitation: Online experiment design for data-driven modeling and control,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-06-26T16:10:01.608123Z"},"links":{"citing_paper":"/paper/2606.20301"},"observation_digest":"sha256:b2590c386af638d3738edca0c612b65091f89b7cf4a9671a3be62ff481ab35c9","observation_id":"d222811b-0c46-4e5f-bea6-f477ddf5c3a4","resolution":{"observed_at":"2026-06-26T16:10:01.608123Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2606.20301","last_updated":"2026-06-18T14:36:23Z","latest_version":1,"primary_category":"eess.SY","snapshot_observed_at":"2026-08-07T01:42:47.687141Z","submitted_at":"2026-06-18T14:36:23Z","title":"Data-Driven Control from Poisoned Data: Fundamental Limitations and Secure DeePC"},"reference_resolution":{"displayed":16,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":15,"verified_exact":1,"verified_fuzzy":0},"total_outbound_references":16},"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":"2026-08-18T06:34:40.430872+00:00","source":"crossref"},{"observed_at":"2026-08-18T06:34:34.496301+00:00","source":"retraction_watch"}],"thesis":"As of 18 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 1 inbound Pith citation observation for arXiv:2606.20301."}