{"as_of":"2026-08-09T00:11:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:41c3e53937a80ee28f6b07c125bffd6c6130bbd6f7f3f30d73e9088b09eeba67","coverage":[{"denominator":59,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":59,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T19:17:36.149585Z","state":"measured"},{"denominator":59,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":59,"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/2608.06023/citation-record","integrity":"/paper/2608.06023/integrity","json":"/paper/2608.06023/citation-record.json","paper":"/paper/2608.06023"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T19:17:37.017636Z","title":"A review of affective computing: From unimodal analysis to multimodal fusion,","venue":null,"work_id":"ff1e6d3a-06d2-45f7-b64e-a5323be80c6c","year":2017},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.925685Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:b3f665c7c48c94ef4a4a4e639cf6dee2608e10ef9d3a031f79443ef8025c1404","observation_id":"fae41773-abf3-4258-b6b9-8939c54e12d0","resolution":{"observed_at":"2026-08-07T19:17:37.021768Z","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":"2026-08-07T19:17:37.004567Z","title":"Human emotion recognition: Review of sensors and methods,","venue":null,"work_id":"528a4446-201d-4e90-a51a-cc0c1445b32b","year":2020},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.930435Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:39aad404d97c3379472b8e47ba703181b6b898cace0f0a435636758e104afcc4","observation_id":"759df68d-ce38-47ec-bb85-b130eaad488c","resolution":{"observed_at":"2026-08-07T19:17:37.009039Z","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":"2026-08-07T19:17:36.991145Z","title":"A survey on physiological signal-based emotion recognition,","venue":null,"work_id":"56566f4e-6ebf-48bc-ad6d-780cad55e96f","year":2022},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.934582Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:5281162f24cc2fb5990a436421d86b713a48deeac7e7117fbb5e1fe7a3dfab1a","observation_id":"1ae3b832-6cbb-42e6-8dd2-5f35c9979f76","resolution":{"observed_at":"2026-08-07T19:17:36.995220Z","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":"2026-08-07T19:17:36.978835Z","title":"Deep facial expression recognition: A survey,","venue":null,"work_id":"156b755f-afd3-4943-b2e0-8f4ee489fa2a","year":2020},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.938666Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:34e499e2c8565ebe994d70628828379b2268b5ee54fd5b54b02fc8878fbde335","observation_id":"4e5f7332-004b-4f6c-9f0c-ade30c81ca3f","resolution":{"observed_at":"2026-08-07T19:17:36.982872Z","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":"2026-08-07T19:17:36.967499Z","title":"Emotion recognition from body movement,","venue":null,"work_id":"dee78f9e-8b9c-47f2-ac35-b8e306a3d820","year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.943458Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:ee6aef4467036d7dce9d313e2a6aed06d5fddeb819e6ad9f493250a33dacb619","observation_id":"277cae1f-7409-4c6e-857b-185f0374e3ba","resolution":{"observed_at":"2026-08-07T19:17:36.971204Z","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":"2026-08-07T19:17:36.955074Z","title":"Multimodal physiological signals from wearable sensors for affective computing: A systematic review,","venue":null,"work_id":"e822ce91-a330-4b2d-87c2-5bdb89529411","year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.948135Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:973b979ebb7eb7c7f6cfac260d80cd941c19629e160f7d26dc35c47ecc0f7d0c","observation_id":"62868bdb-688b-4552-98b5-e02ed84c2cb0","resolution":{"observed_at":"2026-08-07T19:17:36.959286Z","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":"2026-08-07T19:17:36.942744Z","title":"Multimodal physiological signals fusion for online emotion recognition,","venue":null,"work_id":"98c807ac-c376-42f6-b613-a67600084679","year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.953549Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:2ebe90759e7d5e6a4f8f7c47ec8016c91fa4470987c9a8592b68653a9c83c80c","observation_id":"39f75581-1810-442e-87cb-0f5786dee596","resolution":{"observed_at":"2026-08-07T19:17:36.946792Z","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":"2026-08-07T19:17:35.957361Z","title":"Multimodal emotion recognition using visual, vocal and physiological signals: a review,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.957361Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:0769e8ec16df4b38e62e0f07a11381b5f9c4390eefac449ff181d3ad2100625a","observation_id":"802f7b5d-b776-4371-a821-00df77a4b6c8","resolution":{"observed_at":"2026-08-07T19:17:35.957361Z","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":"2026-08-07T19:17:36.922657Z","title":"Emotional suppression: physiology, self-report, and expressive behavior","venue":null,"work_id":"a29b8e72-1a0e-4013-b641-b79a659227c9","year":1993},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.961165Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:d141efae3d74ce3a4b72a1d6c7dbdb0b32796c290a496dcbf3f51b1da6d10ee2","observation_id":"3acd69e3-6d70-442f-9968-14b7c497be76","resolution":{"observed_at":"2026-08-07T19:17:36.926805Z","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":"2026-08-07T19:17:36.910046Z","title":"Toward an affect-sensitive multimodal human-computer interaction,","venue":null,"work_id":"00fd7fd8-e34a-4386-80eb-8de2625fb431","year":2003},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.964987Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:37e205546d5c26a6efc2c1758e5c5855f04754af96dfcf377ad5ac35dafd2f7c","observation_id":"63508cdb-150b-4aee-9609-e9384a2b1dac","resolution":{"observed_at":"2026-08-07T19:17:36.914282Z","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":"2026-08-07T19:17:35.969131Z","title":"Deap: A database for emotion analysis; using physiological signals,","venue":null,"work_id":null,"year":2011},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.969131Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:de1a90770533eebe06c4b6e91c211ff1161faaf758c28d05c9a1a862489b72ac","observation_id":"da4cfe72-1fb3-4b43-8e0d-6c0c4f80a607","resolution":{"observed_at":"2026-08-07T19:17:35.969131Z","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":"2026-08-07T19:17:36.889049Z","title":"Interaction between cognition, emotion, and the autonomic nervous system,","venue":null,"work_id":"0c11eabc-64ba-4f68-93dc-b7fba23b227d","year":2013},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.972365Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:b7eb6170f24e909071bed127e13b08f4660e6fcf7c9b8f3a960bda24b2faedcd","observation_id":"7d3c34c6-ef8e-443b-a801-26c436cfdc20","resolution":{"observed_at":"2026-08-07T19:17:36.893261Z","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":{"arxiv_id":"2508.02133","last_updated":"2025-08-18T01:02:37Z","snapshot_observed_at":"2026-08-06T05:11:23.642513Z","submitted_at":"2025-08-04T07:29:17Z","title":"Hierarchical MoE: Continuous Multimodal Emotion Recognition with Incomplete and Asynchronous Inputs","version":4},"cited_work":{"arxiv_id":"2508.02133","doi":null,"metadata_source":"pith","pith_arxiv_id":"2508.02133","snapshot_observed_at":"2026-08-07T19:17:36.422144Z","title":"Hierarchical MoE: Continuous Multimodal Emotion Recognition with Incomplete and Asynchronous Inputs","venue":"cs.HC","work_id":"61682d1d-03f7-4fa3-9a50-3a48cf31254e","year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.975744Z"},"links":{"cited_paper":"/paper/2508.02133","citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:14b7344e6bd45a9ae66d9354f2c1316424b6199bb8cc7a823bd4d0cdf67fecbf","observation_id":"4ff21126-91af-47e0-9f1f-d9a93a4e95ca","resolution":{"observed_at":"2026-08-07T19:17:36.426609Z","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":"2026-08-07T19:17:36.875721Z","title":"Phemonet: A multimodal network for physiological signals,","venue":null,"work_id":"744feac5-3466-44f8-9e46-74c1feb9d308","year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.979641Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:72a8ec1d7673a7c756217f2ef5ee502d07f9cec0d5115054d181a26d6fa652b3","observation_id":"b9c8080e-236f-4ee1-b089-91d305e35230","resolution":{"observed_at":"2026-08-07T19:17:36.880027Z","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":"2026-08-07T19:17:35.982853Z","title":"A review of classification algorithms for eeg- based brain–computer interfaces: a 10 year update,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.982853Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:8df5e95152a0407427c59b251212c5ccd0509dbc05ff48a66bccd2562a2a4dd2","observation_id":"c787d113-dc90-45f1-a699-37fef3e2648f","resolution":{"observed_at":"2026-08-07T19:17:35.982853Z","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":"2026-08-07T19:17:36.855351Z","title":"Generalized alignment for multimodal physiological signal learning,","venue":null,"work_id":"e09e2f9d-36ad-42ca-87cc-f5b7ddc62cd2","year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.986202Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:0d920fb3160a413dd54d45d6a2e0ce62b4ef1fcd21e20d4aba43d7d731f8bf94","observation_id":"f2d4b0a4-184a-4a97-9825-a5d2c6765571","resolution":{"observed_at":"2026-08-07T19:17:36.859470Z","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":"2026-08-07T19:17:35.989395Z","title":"Introducing wesad, a multimodal dataset for wearable stress and affect detection,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.989395Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:63fdd9b129fea174fe7943f2f7de1f7e49a6bc957ec7c84e9811077b23161b4c","observation_id":"32f77374-7f17-4d8d-a173-850f061f35f1","resolution":{"observed_at":"2026-08-07T19:17:35.989395Z","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":"2026-08-07T19:17:36.834113Z","title":"Multimodal emotion recognition: A comprehensive review, trends, and challenges,","venue":null,"work_id":"30a50e84-03ff-4074-ba61-5b6ba10e74c4","year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.993465Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:0bd6c551c1b5a6ee51ba006cba9be65dc94bb0829bc7479673e8b09eafc43904","observation_id":"c87c5a4e-664d-4daf-94f2-5fb5a615fb70","resolution":{"observed_at":"2026-08-07T19:17:36.839106Z","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":"2026-08-07T19:17:36.822150Z","title":"Mvp: Multimodal emotion recognition based on video and physiological signals,","venue":null,"work_id":"46b46cf2-afa5-4f04-bf14-9ee967bebdb4","year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:35.997200Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:6a2f1751a361dc4ae74fe61b939140054505da4512824863d7017323bad98242","observation_id":"5f6805d0-9d6e-4114-a7e2-942e19aa0acd","resolution":{"observed_at":"2026-08-07T19:17:36.826328Z","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":"2026-08-07T19:17:36.809157Z","title":"Recognition of emotions using multimodal physiological signals and an ensemble deep learning model,","venue":null,"work_id":"9a0de4ad-06bd-4788-b5ff-1e09ad2931c2","year":2017},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.000823Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:6dee9a9d7fa34f74cd98e62be627ad3cf0c3144c51e29c99771141aad6451fa4","observation_id":"dc901809-c201-49de-97c7-67d3dff6c1d0","resolution":{"observed_at":"2026-08-07T19:17:36.813822Z","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":"2026-08-07T19:17:36.795966Z","title":"Learning using privileged information: Similarity control and knowledge transfer","venue":null,"work_id":"6551136a-6682-47e4-bdc5-643b6ee9f41a","year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.004800Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:44827099103d4d39f66f57bb91f7e6e4fbfdf0eb07e5491002dc7f14b8aaf769","observation_id":"ed9cdac1-938e-4618-870b-d22554c0e66f","resolution":{"observed_at":"2026-08-07T19:17:36.800581Z","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":{"arxiv_id":"2501.01212","last_updated":"2025-08-18T01:24:12Z","snapshot_observed_at":"2026-07-06T20:15:45.334609Z","submitted_at":"2025-01-02T11:41:43Z","title":"Towards Consumer-Grade Cybersickness Prediction: Multi-Model Alignment for Real-Time Vision-Only Inference","version":3},"cited_work":{"arxiv_id":"2501.01212","doi":null,"metadata_source":"pith","pith_arxiv_id":"2501.01212","snapshot_observed_at":"2026-08-07T19:17:36.401387Z","title":"Towards Consumer-Grade Cybersickness Prediction: Multi-Model Alignment for Real-Time Vision-Only Inference","venue":"cs.CV","work_id":"2dade011-7dbd-4ce9-acc0-e086713502bb","year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.008578Z"},"links":{"cited_paper":"/paper/2501.01212","citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:9e22aa300139e63324e9b7fc83a61917f45a0ee0a71942440363ac370fb98eb3","observation_id":"9aade14e-030b-44e0-810e-23e8234586d8","resolution":{"observed_at":"2026-08-07T19:17:36.407507Z","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":"2026-08-07T19:17:36.782288Z","title":"Privileged knowledge distillation for dimensional emotion recognition in the wild,","venue":null,"work_id":"a9b5d145-79f1-4c3d-82e6-0fd1da95b582","year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.012562Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:6254ea1db395bacefd64ba83ccad9ba8aa03f0a42ce5d8b5ae1e03f24c377db0","observation_id":"863b7771-6b3b-4378-8aca-494f9c865069","resolution":{"observed_at":"2026-08-07T19:17:36.786426Z","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":"2026-08-07T19:17:36.769207Z","title":"Learning with side information through modality hallucination,","venue":null,"work_id":"367ebaa8-9a2a-4ec4-8d1e-a4892e787619","year":2016},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.016419Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:d5ec403dcdf1f221ea0677faad598a945d35ed65133bc835dcc9aba2c365d475","observation_id":"5942ce23-99fd-4929-a6d6-b4092d101c3a","resolution":{"observed_at":"2026-08-07T19:17:36.772714Z","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":"2026-08-07T19:17:36.755265Z","title":"Datasets for automated affect and emotion recognition from cardiovascular signals using artificial intelligence—a systematic review,","venue":null,"work_id":"db79c0f8-d3c5-46ad-b5ba-7a756af60634","year":2022},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.020214Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:f1acff198b12d254b2a5f24f44032b0080d4bd1b73ea7e2b997b532c215d79bd","observation_id":"eb2c8495-e62e-4294-9b5b-87f16617ed22","resolution":{"observed_at":"2026-08-07T19:17:36.760186Z","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":{"arxiv_id":"1503.02531","last_updated":"2015-03-09T15:44:49Z","snapshot_observed_at":"2026-07-06T04:11:24.157003Z","submitted_at":"2015-03-09T15:44:49Z","title":"Distilling the Knowledge in a Neural Network","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1503.02531","snapshot_observed_at":"2026-08-07T19:17:36.024584Z","title":"Distilling the knowledge in a neural network,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.024584Z"},"links":{"cited_paper":"/paper/1503.02531","citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:5f4120f519f3b06b788da3a31ddf5583cf39402a69d454a407483a1e1a5340ad","observation_id":"ad2a10b7-fa5f-43ea-86fe-0603e2463f35","resolution":{"observed_at":"2026-08-07T19:17:36.024584Z","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":"2026-08-07T19:17:36.742531Z","title":"Improved knowledge distillation via teacher assis- tant,","venue":null,"work_id":"6e64e324-4410-4bbe-81f0-c85756d62e4d","year":2020},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.028642Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:c017294d462ee1ebaf96cfb7b4e8efe70274a2ea24a59144ed70a7ccbe201cdf","observation_id":"c4abe684-165f-4532-8ad2-1cbde3a7b8b8","resolution":{"observed_at":"2026-08-07T19:17:36.746867Z","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":"2026-08-07T19:17:36.729986Z","title":"When does label smoothing help?","venue":null,"work_id":"84591343-f04c-4e66-8812-ab69c4620655","year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.032378Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:9a22bb51b82353303cb84f33f2071b3dd4e0416415e2c5b97088e9fcd042f3b8","observation_id":"0efb58b1-6cfb-4d33-a032-8a94250dec2f","resolution":{"observed_at":"2026-08-07T19:17:36.733969Z","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":{"arxiv_id":"1912.03263","last_updated":"2020-09-15T15:40:19Z","snapshot_observed_at":"2026-07-06T08:42:41.724791Z","submitted_at":"2019-12-06T18:00:36Z","title":"Your Classifier is Secretly an Energy Based Model and You Should Treat it Like One","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1912.03263","snapshot_observed_at":"2026-08-07T19:17:36.036394Z","title":"Your classifier is secretly an energy based model and you should treat it like one,","venue":null,"work_id":null,"year":1912},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.036394Z"},"links":{"cited_paper":"/paper/1912.03263","citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:f0310b48e30b4e780625049e5d4af4b26ddfe5bba55cd46e4f65d79821316e66","observation_id":"0479c500-5401-434a-a319-6411ceb01d3b","resolution":{"observed_at":"2026-08-07T19:17:36.036394Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T19:17:36.040567Z","title":"Knowledge distillation: A survey,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.040567Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:aa24aff90a754ff2552a76bcff0804760f1feac0e059cafc16320443fd122c0f","observation_id":"4e1c527e-5c49-459c-9468-ea3322b97305","resolution":{"observed_at":"2026-08-07T19:17:36.040567Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T19:17:36.043675Z","title":"A comprehensive survey on knowledge distillation,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.043675Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:31e7e199e029c8d7e8f7dd46f077a94ac71fac35bf76458e6ce0980e2ccac0e6","observation_id":"a76fc3d1-735d-45af-95fb-283c88ca25ea","resolution":{"observed_at":"2026-08-07T19:17:36.043675Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T19:17:36.048100Z","title":"A comprehensive review of multimodal emotion recognition: Techniques, challenges, and future directions,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.048100Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:20dcb5435eb5dc1c0ba48c8358ac91b1439727e3fa3378f4f00005450cebc6d2","observation_id":"099e1a0d-ac56-4964-b530-372c58fb6622","resolution":{"observed_at":"2026-08-07T19:17:36.048100Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T19:17:36.051804Z","title":"A review of multimodal emotion recognition from datasets, preprocessing, features, and fusion methods,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.051804Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:2f37a57ded2afaf93724d7e3616560a9b69e10e45e7ee9901e9f18b16ec63716","observation_id":"1ca0ca7c-034d-4f46-ab58-1544130f3f70","resolution":{"observed_at":"2026-08-07T19:17:36.051804Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1412.6550","last_updated":"2015-03-27T11:52:28Z","snapshot_observed_at":"2026-07-06T04:04:16.777653Z","submitted_at":"2014-12-19T22:40:51Z","title":"FitNets: Hints for Thin Deep Nets","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1412.6550","snapshot_observed_at":"2026-08-07T19:17:36.055452Z","title":"Fitnets: Hints for thin deep nets. arxiv 2014,","venue":null,"work_id":null,"year":2014},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.055452Z"},"links":{"cited_paper":"/paper/1412.6550","citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:8a758bcc96861082425e6fbeb6e1959994c40a24b89849aba6f26fddeaecbecb","observation_id":"87225894-1a35-4169-b198-8a93c5448b9b","resolution":{"observed_at":"2026-08-07T19:17:36.055452Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T19:17:36.060112Z","title":"Relational knowledge distilla- tion,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.060112Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:b640a93292956314a5013f27023eb20ea4a0262c2aba18bda8b8ebc0c130d528","observation_id":"387c50f3-a7b9-4cd1-99b1-26d5ee5a7b90","resolution":{"observed_at":"2026-08-07T19:17:36.060112Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1612.03928","last_updated":"2017-02-12T22:05:47Z","snapshot_observed_at":"2026-07-06T05:22:25.273447Z","submitted_at":"2016-12-12T21:15:57Z","title":"Paying More Attention to Attention: Improving the Performance of Convolutional Neural Networks via Attention Transfer","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1612.03928","snapshot_observed_at":"2026-08-07T19:17:36.063767Z","title":"Paying more attention to attention: Improving the performance of convolutional neural networks via atten- tion transfer,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.063767Z"},"links":{"cited_paper":"/paper/1612.03928","citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:e028fd5a3a2eca81d3c8a81ce4ef80ec96e4a65a23bd34db09c00e69ba598111","observation_id":"9e1fd71f-e429-480a-8877-2ed6ed1bb4a2","resolution":{"observed_at":"2026-08-07T19:17:36.063767Z","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":"2026-08-07T19:17:36.684820Z","title":"Cross modal distillation for su- pervision transfer,","venue":null,"work_id":"e51b277b-b329-4859-a89f-51eef80b9cef","year":2016},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.067938Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:c44bc53543fe54973efeb921f6e163fb83d9764ab525d9005fc1d3c4cf768839","observation_id":"90b647c5-2f66-47c3-bddf-080823310d52","resolution":{"observed_at":"2026-08-07T19:17:36.689243Z","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":"2026-08-07T19:17:36.672671Z","title":"Vision- language meets the skeleton: Progressively distillation with cross-modal knowledge for 3d action representation learning,","venue":null,"work_id":"55f022e2-18d7-4474-b8aa-e1081f6d00ba","year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.071973Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:3912550f42250e78c5fde5acd41544da65ba3e00e10eddca439d8f122740aeb3","observation_id":"59852e35-1eeb-4cf9-a9c4-b7318e055bfc","resolution":{"observed_at":"2026-08-07T19:17:36.676252Z","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":"2026-08-07T19:17:36.659186Z","title":"Cross-modal knowledge distil- lation for enhanced unimodal emotion recognition,","venue":null,"work_id":"47985baf-1520-497b-80b8-373a121e0899","year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.076496Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:61d602cb87035b03773539ec35345087347a302077f1cb1df9f8bc4d24f00111","observation_id":"197cca6d-29cf-4c96-ae8a-6f066bf57edb","resolution":{"observed_at":"2026-08-07T19:17:36.664171Z","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":"2026-08-07T19:17:36.645915Z","title":"Emotionkd: a cross-modal knowledge distillation framework for emotion recognition based on physiological signals,","venue":null,"work_id":"d4593340-68df-4e17-a31d-18c6e571bddc","year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.080228Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:03ad5363bc596cafdd23ffb2a8d7ec51ce8a64aa95dc3dda591bc79ee00c9648","observation_id":"991e9b51-4260-423a-9087-a4c03bb6eab4","resolution":{"observed_at":"2026-08-07T19:17:36.650110Z","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":"2026-08-07T19:17:36.633387Z","title":"A transformer- based model with self-distillation for multimodal emotion recognition in conversations,","venue":null,"work_id":"9367bea4-21e3-401e-a38c-d5af77be5912","year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.084024Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:5f599b2627ef187feda3b094462721a92be952232531cd359d569a1eae213ff7","observation_id":"2155cafa-1ee4-49d1-88fe-65da6bca10ae","resolution":{"observed_at":"2026-08-07T19:17:36.637555Z","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":"2026-08-07T19:17:36.619390Z","title":"Optimised knowledge distillation for efficient social media emotion recognition using distilbert and albert,","venue":null,"work_id":"ee0eeb11-57f3-4ee7-9774-090ebdb3e9ff","year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.087706Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:db4278d543931df848b1e727a55e1c71ca1cb2c622e88efff11530cff462d9cc","observation_id":"1f41622c-f3b5-4b20-be4c-75eea3ed30de","resolution":{"observed_at":"2026-08-07T19:17:36.624326Z","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":"2026-08-07T19:17:36.091239Z","title":"Eegnet: a compact convolutional neural network for eeg-based brain–computer interfaces,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.091239Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:73b742ff7a4f4792c9ec7a2cff73fdd920a0c8c438551de4ee91c1c3403ee3df","observation_id":"9769ef26-d542-482a-9ab8-00cafa75861a","resolution":{"observed_at":"2026-08-07T19:17:36.091239Z","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":"2026-08-07T19:17:36.600257Z","title":"From the lab to the wild: Affect modeling via privileged information,","venue":null,"work_id":"b81f2e6b-8a92-4de2-b7e7-3759b7063bd7","year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.095288Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:4e225e29b47b55102195a151d7aa5236078bc5fe0acfe08d7a3922fc394665ea","observation_id":"fbfd24fb-57c5-445a-be69-30d64c9cf6e4","resolution":{"observed_at":"2026-08-07T19:17:36.604128Z","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":"2026-08-07T19:17:36.099281Z","title":"On calibration of modern neural networks,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.099281Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:b871cbb074a1f72145d8f7eb83c14de76667daaaadab5b427ddcdf43e874bfcc","observation_id":"364fe2d2-a901-404a-a6f3-240db0d02495","resolution":{"observed_at":"2026-08-07T19:17:36.099281Z","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":"2026-08-07T19:17:36.580247Z","title":"A review, current challenges, and future possibilities on emotion recognition using machine learning and physiological signals","venue":null,"work_id":"8858ea65-bdea-4bd5-ba46-7db48e544dc8","year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.102520Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:0ff3744ae270865b41297ca11a5afeaacb839c8c60597eb02e60b5562e7989f2","observation_id":"2acbb69a-c12e-44f0-86a3-229cbfb41c6b","resolution":{"observed_at":"2026-08-07T19:17:36.584641Z","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":"2026-08-07T19:17:36.105627Z","title":"Be your own teacher: Improve the performance of convolutional neural networks via self distillation,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.105627Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:3f4f67674ba02672056e7a83d949010228873eeae9d02c9948e11eeb68986902","observation_id":"b89bc563-dd69-4e2f-9cb4-dae3f091e8b6","resolution":{"observed_at":"2026-08-07T19:17:36.105627Z","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":"2026-08-07T19:17:36.558390Z","title":"Online multi-level contrastive representation distillation for cross-subject fnirs emotion recognition,","venue":null,"work_id":"593f04db-1f82-4eeb-b751-9db0f5cb9931","year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.108829Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:8dfc7bd81d1443a3612a8794d5274d75124294bb6fcf69a52c558e8641154957","observation_id":"8fb03ed6-866d-4bdf-8a12-04a4a9bf3366","resolution":{"observed_at":"2026-08-07T19:17:36.562436Z","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":"2026-08-07T19:17:36.544845Z","title":"Uncertainty-aware self-knowledge distillation,","venue":null,"work_id":"6d65bac5-eb40-4232-93da-10b7da5fa86d","year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.111979Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:5967529c3e8c4863b467cb850e6ba5fdaf36a182feeda965709b8bcdd6411b1b","observation_id":"d5ce3fd6-df6d-439e-b026-ef89fff307ca","resolution":{"observed_at":"2026-08-07T19:17:36.548823Z","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":"2026-08-07T19:17:36.532936Z","title":"Emotion recog- nition for everyday life using physiological signals from wearables: A systematic literature review,","venue":null,"work_id":"a256968b-7d0d-4756-8d5c-cbfc7aabdf25","year":2022},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.115154Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:8b20e43aeaca36e4882d1fe54bc6d2910fd24ee7996d1e151eb25fc9f6824520","observation_id":"865bedfb-7384-4c7e-b4a1-7a770b41bbfd","resolution":{"observed_at":"2026-08-07T19:17:36.536747Z","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":"2026-08-07T19:17:36.520452Z","title":"Visual-to-eeg cross-modal knowledge distillation for continuous emotion recognition,","venue":null,"work_id":"652c98b2-66c7-4c37-b7e3-9c8c2e9acd28","year":2022},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.118275Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:354cdcd45c82eb15de2c9cb1c7a8be2c3605f9ae86cfe2f42f7c453bfbccc3ec","observation_id":"caa27fec-8cdd-45c2-8d4d-754e415f48c6","resolution":{"observed_at":"2026-08-07T19:17:36.524577Z","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":"2026-08-07T19:17:36.506145Z","title":"Amigos: A dataset for affect, personality and mood research on individuals and groups,","venue":null,"work_id":"71e437d6-384c-4818-81eb-e2547f7a5e86","year":2018},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.121426Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:388743a760d052aee3fae8714ad914120a27a94a601b55d1d25cc92f146f1279","observation_id":"f8051b21-8a2e-49e9-9fad-42870ff929e7","resolution":{"observed_at":"2026-08-07T19:17:36.511248Z","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":"2026-08-07T19:17:36.125944Z","title":"Mobilenetv2: Inverted residuals and linear bottlenecks,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.125944Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:f6197b5f85df636082ee436c608a4312ad990c5737d4bf34de26cf195473cd5c","observation_id":"6fe9c44a-d661-46a0-a7bb-e20de2538b88","resolution":{"observed_at":"2026-08-07T19:17:36.125944Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T19:17:36.129739Z","title":"Varia- tional information distillation for knowledge transfer,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":54,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.129739Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:b8afcbddd18710ebc2071a7d23828e9ffe27187138f2974ca28cdb7adda7f10f","observation_id":"3663a9c1-8123-4b8b-954e-336b39c7024e","resolution":{"observed_at":"2026-08-07T19:17:36.129739Z","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":"2026-08-07T19:17:36.475498Z","title":"C2kd: Bridging the modality gap for cross-modal knowledge distillation,","venue":null,"work_id":"4152badf-0abd-4857-a82b-6eaf0a226bfc","year":2024},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.133349Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:e4d64d5b99c9349e9a16e0cd6488b36fcdbefd6d8fb18bc7885f7f96bde20964","observation_id":"6cf20b55-3155-4c14-8fe4-21aaf2d4d7e2","resolution":{"observed_at":"2026-08-07T19:17:36.481036Z","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":"2026-08-07T19:17:36.462628Z","title":"A cross-modal densely guided knowledge distillation based on modality rebalancing strategy for enhanced unimodal emotion recognition,","venue":null,"work_id":"c95d58e7-6787-4aab-a7f0-72d4356498d4","year":2025},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.137009Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:7380f082d9f7b3e808607b6ab749ccded3c99c6e46faf126cbb3bb62a7c6cfdb","observation_id":"48191157-890e-44b3-8585-fa2099a2dbc0","resolution":{"observed_at":"2026-08-07T19:17:36.466409Z","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":"2026-08-07T19:17:36.449396Z","title":"Similarity-preserving knowledge distillation,","venue":null,"work_id":"68b77409-4c77-457f-9b01-cd63803fd851","year":2019},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.140760Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:8a9cb03d2b230d4498dac87a466b19d25d72548e594c8e13ad7a6de48b3a16c4","observation_id":"ee0a320c-82e6-46c1-b4ca-57c36ea1fcce","resolution":{"observed_at":"2026-08-07T19:17:36.454148Z","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":{"arxiv_id":"1707.01219","last_updated":"2017-12-18T22:35:22Z","snapshot_observed_at":"2026-07-06T05:49:47.734250Z","submitted_at":"2017-07-05T05:44:02Z","title":"Like What You Like: Knowledge Distill via Neuron Selectivity Transfer","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1707.01219","snapshot_observed_at":"2026-08-07T19:17:36.144402Z","title":"Like what you like: Knowledge distill via neuron selectivity transfer,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.144402Z"},"links":{"cited_paper":"/paper/1707.01219","citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:09e43f92cd8867ee593b6cdea8e78b40bdcf0f1117b8fef9790c001e6289e30a","observation_id":"7990303d-4270-4701-8162-d0b6c3d298eb","resolution":{"observed_at":"2026-08-07T19:17:36.144402Z","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":"2026-08-07T19:17:36.435423Z","title":"Physio- logical noise: Definition, estimation, and characterization in complex biomedical signals,","venue":null,"work_id":"704ca4ed-35b0-462c-83f0-571ed56a0f09","year":2023},"citing_paper":{"arxiv_id":"2608.06023","last_updated":"2026-08-06T13:30:13Z","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T19:17:36.149585Z"},"links":{"citing_paper":"/paper/2608.06023"},"observation_digest":"sha256:919be38a1eaec1f14b7616f992a27116bd84b817f4a9640936c91add51555d6a","observation_id":"09aa3cd6-8644-4fc0-8ed0-a4507373061a","resolution":{"observed_at":"2026-08-07T19:17:36.440241Z","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":"2608.06023","last_updated":"2026-08-06T13:30:13Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-08T23:17:24.609462Z","submitted_at":"2026-08-06T13:30:13Z","title":"BioKD: Selective Physiology-to-Video Knowledge Distillation via Reliability Gate for Emotion Recognition"},"reference_resolution":{"displayed":59,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":19,"verified_exact":2,"verified_fuzzy":38},"total_outbound_references":59},"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 9 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2608.06023."}