{"as_of":"2026-08-10T06:48:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:3473eb3e18e133bf7d2c78a1bc20b4b24ff969433250da337b98c9e1af5869ba","coverage":[{"denominator":26,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":26,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T12:24:26.357973Z","state":"measured"},{"denominator":26,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":26,"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/2509.01642/citation-record","integrity":"/paper/2509.01642/integrity","json":"/paper/2509.01642/citation-record.json","paper":"/paper/2509.01642"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.935252Z","title":"Workload Assesment Methodology,","venue":null,"work_id":"3fda60fd-60d6-4a6f-95dd-966b83fb87c0","year":1986},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.247969Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:d9b12358fbae8b1d8f4b4332c0e3a9029802e9cf85b0c02c3e9ee0927f4fce9b","observation_id":"1a6ec790-5e9a-4f56-b46e-3119d622fac5","resolution":{"observed_at":"2026-08-05T12:24:26.939512Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.920998Z","title":"The Evolution of Cognitive Load Theory and the Measurement of Its Intrinsic, Extraneous and Germane Loads: A Review,","venue":null,"work_id":"b420232a-635a-43d2-b4d9-34589fcb4ca6","year":2019},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.253004Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:42f737c6d2480f080f5f65a72c5887c0de39e1fde2dc533666723ea0599bde67","observation_id":"247142bc-fce2-458c-86c0-d0c86fc59d22","resolution":{"observed_at":"2026-08-05T12:24:26.925488Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.906210Z","title":"Multimodal behavior and interaction as indicators of cognitive load,","venue":null,"work_id":"9977e352-16b8-40c4-864f-a2156022c47b","year":2012},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.257551Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:0d3d635d3c9e7a5de5270093e962b038f3dc5d9bf419e837c0136109df3c383d","observation_id":"07405a1f-058e-4998-bd1a-d676486c84ff","resolution":{"observed_at":"2026-08-05T12:24:26.910741Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.891932Z","title":"Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research,","venue":null,"work_id":"ce86291d-e549-49e4-8ecb-fd8a39692a1a","year":1988},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.261853Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:5dfa010e7dd082ad21efea0b8a697017df10498b0bc6139b34264180996905e6","observation_id":"2573905e-c067-4fe4-b77b-5e7034541966","resolution":{"observed_at":"2026-08-05T12:24:26.896444Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.877462Z","title":"NASA RTLX as a Novel Assessment Tool for Determining Cognitive Load and User Acceptance of Expert and User- based Usability Evaluation Methods,","venue":null,"work_id":"405ff038-3ff0-447e-9933-f97e96e95b43","year":2020},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.266518Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:82b83a9b78455c5235ed3c1d129873d4746c8ffdb3d44e70c9c644c24063d80b","observation_id":"4f6f279a-c3d4-4da5-b703-504676fe482b","resolution":{"observed_at":"2026-08-05T12:24:26.881936Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.863102Z","title":"Instructional control of cognitive load in the training of complex cognitive tasks,","venue":null,"work_id":"e1b6de2c-e774-4d1f-a051-1be2db0eea15","year":1994},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.271311Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:327a97943e8b00dd38e850545026856eeac55b8a718485310d319f3d74f2293f","observation_id":"4b487a46-65ca-4b86-aae4-eca75e798c85","resolution":{"observed_at":"2026-08-05T12:24:26.867600Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.848787Z","title":"Instantaneous self-assessment of workload technique (ISA),","venue":null,"work_id":"dc67f445-3e53-41ea-8cde-3b8bf9f2eb43","year":1992},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.276453Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:231e050630e4a871773ba0372f133d9a8d0589ef1a995fc23366b006d31db2ad","observation_id":"642986bd-b58d-4cef-ae78-68d6280f9010","resolution":{"observed_at":"2026-08-05T12:24:26.853291Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.834415Z","title":"ADABase: A Multimodal Dataset for Cognitive Load Estimation,","venue":null,"work_id":"0a6518e7-d64c-4ab9-bf06-c6dbd80d1f0c","year":2022},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.280331Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:bcb36151ef0332e6511455055db74647dd6803ab0e743247f30373bcf216e294","observation_id":"db7cbb7e-68b1-43b5-8827-9aa9307fb2ce","resolution":{"observed_at":"2026-08-05T12:24:26.838984Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.819691Z","title":"Measuring Cognitive Load Using In-Game Metrics of a Serious Simulation Game,","venue":null,"work_id":"e04151b6-945a-4b93-976e-6c3270a8522e","year":2021},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.284298Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:b7c174fe1c945ef57a0048bc3ee5f3d033bd59096649208eb321b5c1fd49edf1","observation_id":"710ca5ca-7af8-4cdf-bf1f-a87e94165bdb","resolution":{"observed_at":"2026-08-05T12:24:26.824386Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.805619Z","title":"Evaluating usability based on multimodal information: An empirical study,","venue":null,"work_id":"36b4d3d0-de16-42c0-83c7-34976d504e13","year":2006},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.288903Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:ac3d67ce4c4e79567f09b3594ef4009c461020e4e7782af48318a44ba0a9d10c","observation_id":"a2de3a53-6d64-4361-8b74-6515e5f88783","resolution":{"observed_at":"2026-08-05T12:24:26.809963Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.790268Z","title":"Action Units and Their Cross-Correlations for Prediction of Cognitive Load during Driving,","venue":null,"work_id":"40438160-208c-46a1-be3f-60dfaab0ea95","year":2017},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.293151Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:e944489c78781b32372489a6df272b54ded7eb5ccf47d0ec8de8dc1ec2abd571","observation_id":"b9645af3-1a7d-45b1-b31e-12ca05463343","resolution":{"observed_at":"2026-08-05T12:24:26.795501Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.776225Z","title":"Darwin, Deception, and Facial Expression,","venue":null,"work_id":"424026a4-eb6a-4c49-8a2d-457af4c068d1","year":2003},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.297387Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:eaaf77af297c7005b87f20bff950e0de8ebb684408d85d7e4426c22f3b7559e2","observation_id":"b92da5bb-43fb-4761-8ba4-f90f345eb6b3","resolution":{"observed_at":"2026-08-05T12:24:26.780439Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.761477Z","title":"Human Mental Workload: A Survey and a Novel Inclusive Definition,","venue":null,"work_id":"5915591f-e94a-4553-a6ec-3c8ada0f252e","year":2022},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.301553Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:e3f56ffc26944e967ac09dfa89b5ceb0c50e1dc6adfe60eefe0ef3063ea5f302","observation_id":"bcf82ae2-4079-4ea7-ad6c-30959f034fb9","resolution":{"observed_at":"2026-08-05T12:24:26.765997Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.747198Z","title":"A Review of the Mental Workload Literature,","venue":null,"work_id":"96affa8b-46c6-408f-87b9-ffa2722f6f1f","year":2007},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.305690Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:b156402c5f807a1f5b675defb9d489e7c0ba01f561d6c7a7d134e71a6756c9ca","observation_id":"e549970a-ba23-4d8c-a3f1-982b53d96f33","resolution":{"observed_at":"2026-08-05T12:24:26.751326Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.733098Z","title":"Heart Rate V ariability in Psychology: A Review of HRV Indices and an Analysis Tutorial,","venue":null,"work_id":"f1bf51ad-05d4-4208-af18-5f3f1f2f47b8","year":2021},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.309711Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:79da7d87e1f8fdf0661edc8d457c1e1c26184e0def7233b63e4a7866a2d250d3","observation_id":"81b222c8-71ec-41f6-acfa-7feb7eb230a3","resolution":{"observed_at":"2026-08-05T12:24:26.737639Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.718277Z","title":"Multimodal Fusion for Objective Assessment of Cognitive Workload: A Review,","venue":null,"work_id":"580db93d-10ac-480d-b24d-43206d56e6a1","year":2021},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.313830Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:99c1b79f22fe1be6e775ada38e7996039f7b62f7475f871b0cefff5281a4ba55","observation_id":"ecb9d50f-ce17-41e6-8baa-396778247296","resolution":{"observed_at":"2026-08-05T12:24:26.722908Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.703872Z","title":"The Game Experience Questionnaire,","venue":null,"work_id":"7cbdde66-1eeb-470e-8c08-b143466748aa","year":2013},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.317799Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:4969e8745ceb1946696deb75419badc7dc800d701b132b24e7be4a548e2fbd73","observation_id":"d93179d7-1edf-46a2-a026-561fc7a542a4","resolution":{"observed_at":"2026-08-05T12:24:26.708380Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.689157Z","title":"Intrinsic motivation and the effects of self- consciousness, self-awareness, and ego-involvement: An investigation of internally controlling styles,","venue":null,"work_id":"baf36d07-7d2e-49ae-b7fc-d2ec59a09769","year":1985},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.321829Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:986d7273fb1fb4869819d441eb788ac5f332f543d949c42a86e103c3c9791a50","observation_id":"e8a1200f-c34e-42e0-98f0-3135f9e07601","resolution":{"observed_at":"2026-08-05T12:24:26.693683Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.673118Z","title":"Kurzversion des Big Five Inventory (BFI-K):,","venue":null,"work_id":"15899272-d122-4bb7-8ffd-de40ad1b54a0","year":2005},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.326132Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:3d9a21574fa83f05b565b61585ac961b2c83ff0efea96836bbc75ae4802e7c93","observation_id":"884a4776-3a4f-4b5d-bb1a-1a38efda57da","resolution":{"observed_at":"2026-08-05T12:24:26.678338Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.657384Z","title":"Datasets for Cognitive Load Inference Using Wearable Sensors and Psychological Traits,","venue":null,"work_id":"8efd88b6-7b81-4661-a0ef-fb124a9575df","year":2020},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.330385Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:dff263e2d365b4624020021232a733b4eaa2eb41b5fc8897ca95f5c5d2b6403a","observation_id":"842fae98-a541-434a-afa9-d5e0acf951f6","resolution":{"observed_at":"2026-08-05T12:24:26.661742Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.642620Z","title":"Machine Learning and End-to-End Deep Learning for Monitoring Driver Distractions From Physiological and Visual Signals,","venue":null,"work_id":"2a0da065-41ae-4742-9e7f-4a8c7dc94a4f","year":2020},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.335195Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:f45c4d32db0dfc1f214690f3cda0954ba588fec3676e0e1b839db4b7788c801c","observation_id":"73cbe5cd-d9f9-4a96-aa9b-f5ace8d590d5","resolution":{"observed_at":"2026-08-05T12:24:26.647210Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.626582Z","title":"Human-Centric Cognitive State Recognition Using Physiological Signals: A Systematic Review of Machine Learning Strategies Across Application Domains,","venue":null,"work_id":"47279de1-347b-4ce4-b228-eb58c2ec2a0f","year":2025},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.339818Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:8ae23a18cf87e5f8fa585d7e709b5fa8a2f7d88162ef20082c0d7fa63e1ed742","observation_id":"5dd823ba-35a9-4eca-b5eb-38e72a60eac6","resolution":{"observed_at":"2026-08-05T12:24:26.631527Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.611630Z","title":"Time series classification from scratch with deep neural networks: A strong baseline,","venue":null,"work_id":"4b75c8c7-59c0-4796-a4db-1f9795178466","year":2017},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.344232Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:982cda6350e9dc140b156e964b38e9db3be64fadb9220133dc699a4734229836","observation_id":"5c8454f2-d0a4-42c5-b8f3-e114f54e1ffb","resolution":{"observed_at":"2026-08-05T12:24:26.616123Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.596361Z","title":"Transformers in time series: A survey,","venue":null,"work_id":"c2d8f7a2-a1b7-45e4-92ce-40c67f256b33","year":2023},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.348594Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:0f53da17874c9a05301854e8eb86c24322b70a52ab69cc0fa4275069632dc7ee","observation_id":"19002149-d00c-4263-a2bc-22840048f9a9","resolution":{"observed_at":"2026-08-05T12:24:26.601009Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2201.03545","last_updated":"2022-03-02T15:08:16Z","snapshot_observed_at":"2026-07-06T12:26:09.094759Z","submitted_at":"2022-01-10T18:59:10Z","title":"A ConvNet for the 2020s","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2201.03545","snapshot_observed_at":"2026-08-05T12:24:26.353023Z","title":"A ConvNet for the 2020s,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.353023Z"},"links":{"cited_paper":"/paper/2201.03545","citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:3b454438b47f3dd50462d300f6a3744b5077ca995e34e4d6e20ac01b235213b2","observation_id":"25be2599-90ca-45f2-9fac-322f77c9ab93","resolution":{"observed_at":"2026-08-05T12:24:26.353023Z","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":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T12:24:26.558260Z","title":"xLSTM: Extended long short-term memory,","venue":null,"work_id":"a88c5995-4ec4-429d-8260-d3cfa2c4fca7","year":2024},"citing_paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-05T12:24:26.357973Z"},"links":{"citing_paper":"/paper/2509.01642"},"observation_digest":"sha256:0a0f7c20464cea4c898ce401ac9ed3b6f07f7953710d3da9acd21e4ff2da22dc","observation_id":"08d11b5b-f5ca-4c05-92d7-445c623be14e","resolution":{"observed_at":"2026-08-05T12:24:26.566312Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"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"}],"state":"measured"}}],"paper":{"arxiv_id":"2509.01642","last_updated":"2025-09-01T17:36:09Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-05T12:24:24.142234Z","submitted_at":"2025-09-01T17:36:09Z","title":"REVELIO -- Universal Multimodal Task Load Estimation for Cross-Domain Generalization"},"reference_resolution":{"displayed":26,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":1,"verified_exact":1,"verified_fuzzy":24},"total_outbound_references":26},"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 10 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2509.01642."}