{"as_of":"2026-08-08T12:27:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:69390f177b2cc68f149b62341e380cbfb66940abc0fac0297129f93635dd02e4","coverage":[{"denominator":38,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":38,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-06T20:00:41.282107Z","state":"measured"},{"denominator":38,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":38,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+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/2507.04105/citation-record","integrity":"/paper/2507.04105/integrity","json":"/paper/2507.04105/citation-record.json","paper":"/paper/2507.04105"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.721580Z","title":null,"venue":null,"work_id":"882dc352-0dd2-4bb8-ae19-bc0ca2812196","year":2025},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.204701Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:fdeac971f6bb521519e50efd10dfd9f357b4c7244cb5c0a8fc7ce03ecbc46a93","observation_id":"911fb8ed-ccd3-4f0b-b21c-c088f60cad1f","resolution":{"observed_at":"2026-08-06T20:00:41.723512Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.715848Z","title":"Chunyan, W","venue":null,"work_id":"bb3d4421-a3e1-4e83-b971-321b29f3d12f","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.207377Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:f224820b9e9bf7fd30aa74042d22039c57ec8ced0d53974b27ea2d85eb7e861c","observation_id":"08a4d3df-0e51-4427-a794-c25f4fe157c8","resolution":{"observed_at":"2026-08-06T20:00:41.717905Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.710053Z","title":null,"venue":null,"work_id":"c1e470bb-03f1-4965-9c84-c967a6a69ecf","year":2012},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.209589Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:297b12b3ece38317c12453de21ac0a1ea273e3d618584ded58e244adc5ffbc43","observation_id":"836a7204-fc9a-463e-9d54-eb54d5ee3efe","resolution":{"observed_at":"2026-08-06T20:00:41.711998Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.704155Z","title":"Vrohidis, C","venue":null,"work_id":"7e84834a-89a5-4f40-9d15-ef913691a3c0","year":2017},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.211896Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:45b6a9cada80094ea9ca86a28b9ef1dc1db4fc186231d2757afdd5ee57ea8a3a","observation_id":"4bfc3ba5-b8b6-4466-b56f-b86be6abd742","resolution":{"observed_at":"2026-08-06T20:00:41.706010Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2003.81278","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.538312Z","title":"Jadbabaie, J","venue":null,"work_id":"f1c6d09d-6a53-475c-b9ca-ddb1f179129e","year":2003},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.214166Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:b01e5478085553bed1d4b23168de7f3495b0b213efc5fa95b135c27052e9bfdc","observation_id":"3a2221db-6808-4fd9-806c-26ec179b5e3f","resolution":{"observed_at":"2026-08-06T20:00:41.541357Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.697479Z","title":"Ding, Consensus disturbance rejection with disturbance observers, IEEE Trans","venue":null,"work_id":"9681ce2a-4e71-4df9-9584-0447569a2c13","year":2015},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.216330Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:54169be91369aeb279b698df40b77349acc683b2ed1f14b741f01d3807b5bf87","observation_id":"561427b6-220a-41ac-80e1-b816e9861ceb","resolution":{"observed_at":"2026-08-06T20:00:41.700021Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.691397Z","title":null,"venue":null,"work_id":"3fb1e1fb-b315-4e7c-a42f-32db48d8e6ba","year":2017},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.218594Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:ea007285e78ce5f0c8e799fbe20797f692f510ba7db016f8b65f205a8402b27c","observation_id":"5152979d-a168-4e52-bbc1-10de4f7d0223","resolution":{"observed_at":"2026-08-06T20:00:41.693518Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.685769Z","title":"Amirkhani, A","venue":null,"work_id":"e2994802-b547-4a33-9979-c8e8c46f389c","year":2022},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.220423Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:738207c50daa0205edc7fca9916d8c8071bf6ab71473f8c6b0e66d3dd853ffbf","observation_id":"4c82c69b-dd35-426e-9875-b1bda79cffc3","resolution":{"observed_at":"2026-08-06T20:00:41.687732Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2024.33998","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.479564Z","title":null,"venue":null,"work_id":"5acc2f1d-d4f3-46ce-bae5-8cfd4775fe52","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.222507Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:85656630463458b31a86e4d3c34c7dcb79c2d43c399cdb759e444d0362b2682d","observation_id":"31a169ac-d6e9-4937-8db2-76876b6dcf96","resolution":{"observed_at":"2026-08-06T20:00:41.482658Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2023.33423","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.407678Z","title":"Wei, B.-B","venue":null,"work_id":"cd45cfa0-31f4-4648-9c27-b33f731b8a15","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.224527Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:d7d8dbd24d3a41739651ec5c6db81b5dd9c305261e90c541cc78b049a11eb72d","observation_id":"166f7f76-62af-45b8-9034-f57974958048","resolution":{"observed_at":"2026-08-06T20:00:41.411142Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.679637Z","title":null,"venue":null,"work_id":"b316649d-b7a5-4775-9db2-9605777b2ee6","year":2021},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.226990Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:b944335751a3e6f88f5643d3fa9e06bf42a9945f4d7abc7210fb9b5b02d0b642","observation_id":"4fd79ffc-a8f2-426c-ab72-c451e40992ad","resolution":{"observed_at":"2026-08-06T20:00:41.681542Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.673773Z","title":null,"venue":null,"work_id":"582f28cf-01fa-4d18-9d12-a505bfa22980","year":2023},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.229059Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:69bc0a8ae5c3cb9ba2eac60d4d427bdb9dbfff9dd9659a189db6a2ae4256a8e1","observation_id":"da600788-21d2-4d23-bc72-6e937c2e8a1b","resolution":{"observed_at":"2026-08-06T20:00:41.675981Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.667701Z","title":"Luettig, Y","venue":null,"work_id":"aac824e1-ee26-448f-b0b5-99d872ae6a92","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.230943Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:8630d362d77b908fbc4b541f6ae69c727b7f45fce7abb686cd9d97f74b16c156","observation_id":"e840d70e-5ab0-4d6f-8873-12ddb1f75a50","resolution":{"observed_at":"2026-08-06T20:00:41.670005Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.661624Z","title":"Perez-Cerrolaza, J","venue":null,"work_id":"4fc767a3-0185-4b0c-bc0c-3d9f0f5a0eb4","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.232825Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:6ce55e80024fc5b1f6ee36eeb21927988061d555cb24e2e66c980c91dcb586ad","observation_id":"505eb00f-3846-444c-b3ef-5a36f583e56a","resolution":{"observed_at":"2026-08-06T20:00:41.663650Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.655671Z","title":"Jabbour, V","venue":null,"work_id":"649f388c-7d38-4fb8-8279-9d39a93e3d91","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.234726Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:6ca8632e82eedccb6b523509ce06757b074d34184472a245a0dcc79691b61bbb","observation_id":"e29e0d5d-6d54-43e8-9e2b-9b7cc33cd214","resolution":{"observed_at":"2026-08-06T20:00:41.657889Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.649967Z","title":null,"venue":null,"work_id":"fdefb8c7-9c32-4a62-86fe-dc7484ee01b5","year":2020},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.236598Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:2def142b9a1b5c4284c8903661daf1e19469d989e37761f50a2ee98b91bef08e","observation_id":"a1f78bcb-8763-4868-bc95-ff85a96de344","resolution":{"observed_at":"2026-08-06T20:00:41.651951Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.643923Z","title":null,"venue":null,"work_id":"180fdb1c-049a-4f99-b58b-c41856e01d78","year":2025},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.238484Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:5bb8b743c224a95e831240c75d0755c43df63edc8efbeef9d36c382c3d271f6f","observation_id":"0b90205c-0537-44c0-86b1-1855341225e8","resolution":{"observed_at":"2026-08-06T20:00:41.646203Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.638173Z","title":"Natarajan, E","venue":null,"work_id":"2dff8463-e8b7-45e9-8475-1ec0f919cd5d","year":2025},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.240402Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:f521dc19111c7cef0d26ac2eced9134890358c25cfab9c4cdd53c9c31c902f15","observation_id":"cbd20c15-43aa-4819-9c6e-40995bc449eb","resolution":{"observed_at":"2026-08-06T20:00:41.640164Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.632296Z","title":null,"venue":null,"work_id":"52a12b9a-a8cd-4292-8e62-c402234dd22f","year":2025},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.242316Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:78c3968d848d30a22118c6b482709fa61c0abe7ba9c720ade9953b59b8c3365e","observation_id":"074402c7-d194-4676-8859-80dd494e14c1","resolution":{"observed_at":"2026-08-06T20:00:41.634377Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.626610Z","title":null,"venue":null,"work_id":"90858125-f867-46e3-8495-6f0f1fa13bae","year":2018},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.244742Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:5ec1cd2f94827b41ab681a9d951f4e310332140c613c62440dab595fc169955a","observation_id":"dc69aac8-22b8-4b89-a8d7-59b543717a83","resolution":{"observed_at":"2026-08-06T20:00:41.628610Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.620930Z","title":null,"venue":null,"work_id":"d74d996a-37b5-4641-bbdd-71266d285e6e","year":2021},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.246611Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:045f754b847a6d6e143e09e3f6aca4c15bf8b848349ab12dd2843e311cd072e1","observation_id":"0d8a6051-6fb2-43ef-854a-3be48f4a4485","resolution":{"observed_at":"2026-08-06T20:00:41.622994Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.614739Z","title":"Hickling, N","venue":null,"work_id":"16c73d41-2b7d-406f-8bb5-692325597ed3","year":2023},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.248544Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:4fc2978a54d4a48f7a4f1d50cb65065d7b38ff41b5e2c649cf275be2813db534","observation_id":"1032e0a5-494a-4edf-bf60-5ee96df15900","resolution":{"observed_at":"2026-08-06T20:00:41.616781Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.608644Z","title":null,"venue":null,"work_id":"5df0322a-b9ac-47f3-b1cb-57915047a3d8","year":2018},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.250480Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:12dd0be24d5aeb12f826c8c329d165620818a4aea0581567bb5dde119ff1584c","observation_id":"4ef7ab61-5389-4ce8-82c8-caf2b85434f0","resolution":{"observed_at":"2026-08-06T20:00:41.610889Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.602600Z","title":null,"venue":null,"work_id":"ef775b91-3fa6-49c5-9b14-f451c4d2cf8a","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.252342Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:ce1758bbc4dbddf62b23c6f8052d6df793fcab0344eff160dc5e6186c1d7f087","observation_id":"e81ec3d0-d8e5-4cb8-a90f-32e9467621db","resolution":{"observed_at":"2026-08-06T20:00:41.604600Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.596178Z","title":null,"venue":null,"work_id":"05a10196-676e-4558-8c70-cfc0e8394b41","year":2023},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.254315Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:709b8b8a3912249f0959ce0460632ff382a611ad11aaea29012a66d267531cda","observation_id":"2bb6e937-cab7-40bd-93fd-8846cb8ec93a","resolution":{"observed_at":"2026-08-06T20:00:41.598240Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2406.02622","last_updated":"2024-06-03T19:27:46Z","snapshot_observed_at":"2026-08-03T08:33:58.422749Z","submitted_at":"2024-06-03T19:27:46Z","title":"Safeguarding Large Language Models: A Survey","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2406.02622","snapshot_observed_at":"2026-08-06T20:00:41.256371Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.256371Z"},"links":{"cited_paper":"/paper/2406.02622","citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:ed1275338fd70e8e821f7413d27c74083e93e1ecfc3af6c6932f7e6b94958f16","observation_id":"8fa32afa-929e-42f6-bd85-521963fd7ed4","resolution":{"observed_at":"2026-08-06T20:00:41.256371Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.589829Z","title":null,"venue":null,"work_id":"8b4e1f21-ca00-4c58-b6fd-957aff071044","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.258625Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:3b441f3eb74f4aa62aafd1d78161e631b64be790cce92c5c6bd7c9a5beb8b5d6","observation_id":"75363c74-3c6a-4024-b99d-762f81e0dac2","resolution":{"observed_at":"2026-08-06T20:00:41.592372Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2408.08959","last_updated":"2025-06-03T22:06:57Z","snapshot_observed_at":"2026-07-06T19:01:41.274385Z","submitted_at":"2024-08-16T18:07:48Z","title":"Trust-Oriented Adaptive Guardrails for Large Language Models","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2408.08959","snapshot_observed_at":"2026-08-06T20:00:41.260585Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.260585Z"},"links":{"cited_paper":"/paper/2408.08959","citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:7c802969ff1d53118a6791503218af89aa91556777d799c974cb6452d73b76f3","observation_id":"89e67678-f176-45e6-b059-8393a7d97f2f","resolution":{"observed_at":"2026-08-06T20:00:41.260585Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2503.10872","last_updated":"2025-03-21T19:46:59Z","snapshot_observed_at":"2026-08-07T22:16:34.773728Z","submitted_at":"2025-03-13T20:39:31Z","title":"TAIJI: Textual Anchoring for Immunizing Jailbreak Images in Vision Language Models","version":2},"cited_work":{"arxiv_id":"2503.10872","doi":null,"metadata_source":"pith","pith_arxiv_id":"2503.10872","snapshot_observed_at":"2026-08-06T20:00:41.312553Z","title":"TAIJI: Textual Anchoring for Immunizing Jailbreak Images in Vision Language Models","venue":"cs.CV","work_id":"d706a46a-33eb-4857-b1d7-f90baefd421a","year":2025},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.263138Z"},"links":{"cited_paper":"/paper/2503.10872","citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:f0c5af9d6c0a362fbe175e0fefa6cf8c3bb661c9c66b5b8a079c5a42b2282191","observation_id":"124b8b5a-f234-41d2-8c78-315e041600c9","resolution":{"observed_at":"2026-08-06T20:00:41.317238Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.583777Z","title":"Motwani, M","venue":null,"work_id":"b694c484-3d1a-4a1c-afbd-207b7510e411","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.265321Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:51c07cc8b5b2cf5dc093f205a1bb58cb37dcc42d7906138e4514fe7d817d6443","observation_id":"3f26147a-9fa4-41bf-a074-fceb0371f15e","resolution":{"observed_at":"2026-08-06T20:00:41.585984Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.577748Z","title":null,"venue":null,"work_id":"d8f8c315-e6bf-49ad-ab49-5e08b426b5ae","year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.267373Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:c883a54bac0cdac14222f9b8dd606c631a3b07a1e2806ad2d5177bf5e1e4d2a3","observation_id":"1af02604-47d4-46c8-994e-b37401351e1d","resolution":{"observed_at":"2026-08-06T20:00:41.579855Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.571845Z","title":"Kouvaros, A","venue":null,"work_id":"89d6ed07-4338-473f-8f27-bf77cbc827f4","year":2019},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.269307Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:249080002d313f9efcba08155aae9af02fbc0678f04471cb79a8014cb0dd00b8","observation_id":"3b907dc5-1c4c-448f-8fa3-6b6820d5f0a5","resolution":{"observed_at":"2026-08-06T20:00:41.573851Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.565830Z","title":"Hibbard, U","venue":null,"work_id":"84549b08-eb7d-4c0f-a850-3ef0bb5e1d2f","year":2022},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.271186Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:e4207d8ed0e3e4c002883625d203171c6d0881db465f96b3c2d62e3af56548f3","observation_id":"74c6e43d-cef4-4008-88ef-7d1acb065e69","resolution":{"observed_at":"2026-08-06T20:00:41.567857Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.559527Z","title":"Huang, M","venue":null,"work_id":"356ebabf-67f8-47a8-a85a-00391081ba7d","year":2019},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.273094Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:8b7717ad966dc89447232c8071ec865a06ede4091884fdea163408b09ef02600","observation_id":"97718860-f1f8-4998-af14-d5439ef66ec9","resolution":{"observed_at":"2026-08-06T20:00:41.561695Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+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":"2026-08-06T20:00:41.275071Z","title":null,"venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.275071Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:2e97bcbc5afa20386527e83b9b732f8d0f570032d2be74a7e8f601bde07a2bb5","observation_id":"dc1f2034-d558-4a43-8829-518fc6c6aea2","resolution":{"observed_at":"2026-08-06T20:00:41.275071Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.01714","last_updated":"2025-02-03T16:04:30Z","snapshot_observed_at":"2026-07-06T20:30:31.588538Z","submitted_at":"2025-02-03T16:04:30Z","title":"Position: Towards a Responsible LLM-empowered Multi-Agent Systems","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.01714","snapshot_observed_at":"2026-08-06T20:00:41.277146Z","title":null,"venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.277146Z"},"links":{"cited_paper":"/paper/2502.01714","citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:d62e3400efa2bc6c3aa9659283bf28843e1b0c3de64d1e2c46de90d34d17ac4e","observation_id":"862ea0e2-f385-4af9-97b8-59ce632ff436","resolution":{"observed_at":"2026-08-06T20:00:41.277146Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.552697Z","title":"Cohen, E","venue":null,"work_id":"5fd197f6-497f-4df4-b8ca-509001485992","year":2019},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.279777Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:8f4a1c94748458ab27c7f8b6098b941d45457efdd0a3508a124fbbc66ad077e5","observation_id":"a1c479d4-fc1d-4c01-8760-d427646e4e48","resolution":{"observed_at":"2026-08-06T20:00:41.555150Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-06T20:00:41.545541Z","title":"Neyman, E","venue":null,"work_id":"1034adca-0d6d-47b9-bb7e-ed327f65db99","year":1933},"citing_paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-06T20:00:41.282107Z"},"links":{"citing_paper":"/paper/2507.04105"},"observation_digest":"sha256:37bb4ef543c283adc1b8dbea1c7e6cde303471a625465e9ff3f382b9c31b04e9","observation_id":"2f6cdd53-0156-4140-98cd-0507d5a258e8","resolution":{"observed_at":"2026-08-06T20:00:41.547579Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2507.04105","last_updated":"2025-07-05T17:26:08Z","latest_version":1,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-06T19:53:03.231190Z","submitted_at":"2025-07-05T17:26:08Z","title":"Enhancing Robustness of LLM-Driven Multi-Agent Systems through Randomized Smoothing"},"reference_resolution":{"displayed":38,"state_counts":{"malformed_identifier":1,"metadata_mismatch":3,"parse_uncertain":0,"unresolved":18,"verified_exact":1,"verified_fuzzy":15},"total_outbound_references":38},"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":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2507.04105."}