Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:54:10.310454Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2506.12481.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:54:10.310454Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
67 of 67 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 33ae0cbb-4038-4f82-abc3-4610f115b6e6 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Action-net: Multipath excitation for action recognition,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ee869c44-cb35-42aa-9f14-7e0d3d9e2a1c · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Spa- tiotemporal self-attention modeling with temporal patch shift for action recognition,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 10458ee1-fc22-4035-b16f-b98a2be23da6 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Recurring the transformer for video action recognition,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8c3fbca8-55b2-4f3a-ae88-4588751d188b · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Graph convolutional module for temporal action localization in videos,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d8c8c786-7de4-4842-b7c0-c913004154ff · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Tent: Fully test-time adaptation by entropy minimization,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6d6f54d-38c6-45c3-9c36-2a2d30a9815a · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Memo: Test time robustness via adaptation and augmentation,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2c7e5712-aaae-4611-b40f-f39171f40063 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Test-time classifier adjustment module for model-agnostic domain generalization,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bc74be26-e558-4bef-af5b-03f3aba10f92 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation The norm must go on: dynamic unsupervised domain adaptation by normalization,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2e9a76d2-9df5-4787-a2c8-ed762a4f47ff · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Test-time training with masked autoencoders,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3495722d-2572-4367-aa3f-5915c6aa5dc8 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Efficient test-time model adaptation without forgetting,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c1ea4377-336a-4605-b6d8-3c1632d76d71 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Test- time training with self-supervision for generalization under distribution shifts,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 84dd50fd-d4c4-4f41-899a-8a87e855d20c · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Ttt++: When does self-supervised test-time training fail or thrive?
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c10440b1-1872-475a-aafb-534383584764 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Video test-time adaptation for action recognition,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 39240480-f0e0-46aa-bf14-37bc0fb45207 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Exploring motion cues for video test-time adaptation,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 868f3f2a-d989-4b31-9e57-31d4e654e113 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Temporal coherent test time optimization for robust video classification,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 91fc1409-706e-4903-9822-ac82210290cd · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Ast: Audio spectrogram trans- former,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b65251ea-1f18-4f5e-b089-cf9994bdeab2 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Bert: Pre-training of deep bidirectional transformers for language understanding,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c4706b51-6c68-4ebd-8e0b-3fdcc501bc46 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Language models are few-shot learners,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 70221e23-df80-470b-a2b2-58c44d3425b0 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Benchmarking micro-action recognition: Dataset, methods, and applications,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6ff85e7-5055-4b09-a6ab-c043df2f96c8 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Repetitive action counting with hybrid temporal relation modeling,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7520c981-33b3-4f84-a967-38a94ee653a4 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Prototypical Calibrating Ambiguous Samples for Micro-Action Recognition
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 178c1827-fb16-4470-8a43-a91f2e495c3a · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Test-time classifier adjustment module for model-agnostic domain generalization,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ef41e3dd-1d18-4f5b-b14e-bb2a1a9827a9 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Revisiting realistic test-time training: Se- quential inference and adaptation by anchored clustering,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e7b9f108-df4e-422d-aee0-b29fe0e605e0 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation SITA: Single Image Test-time Adaptation
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98665da7-8afb-46f2-85cd-083c4b518967 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Parameter- free online test-time adaptation,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d9f47279-cac6-4db3-ae65-aabd91af77d6 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Camera-aware recurrent learn- ing and earth mover’s test-time adaption for generalizable person re- identification,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4af02cc9-a9bb-41b2-8a9f-5acf0a4dd16e · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Question type-aware debiasing for test-time visual question answering model adaptation,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 426ef29f-b9f3-4086-95eb-a0d32b81d8f0 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Ttagaze: Self- supervised test-time adaptation for personalized gaze estimation,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 174aeb4e-61c4-42e6-9455-24baaf35f24f · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation What makes training multi-modal classification networks hard?
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 255777d1-a2c8-4efb-8993-09c7139213b3 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Self-supervised learning by cross-modal audio-video cluster- ing,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 32c2113e-0cb1-47d9-9873-d608507ab27e · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Look, listen and learn,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91176f35-89b1-40de-9e1b-290dcc898439 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Epic-fusion: Audio-visual temporal binding for egocentric action recognition,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 085ab076-13e7-4e6a-8a21-931541ac745c · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Exploring multimodal video representation for action recognition,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 23b8b71f-fc10-4aae-ae61-be9c24406bd2 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Slowfast networks for video recognition,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6fd2c850-6ad3-497b-9e49-8f6d456f83a1 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Attention is all you need,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb303fa4-2626-4463-a998-61c25ca33da5 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Polyvit: Co-training vision transformers on images, videos and audio,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b16713c7-918d-429d-855c-720015e773d1 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Attention bottlenecks for multimodal fusion,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dcf141e3-719f-4d7e-a95d-e6b3f163ad40 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Mm-vit: Multi-modal video transformer for compressed video action recognition,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e23503e9-c259-49d7-b4b0-9f13b0e6a016 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Multimodal video summa- rization via time-aware transformers,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5bf451c0-f468-4d10-af81-edc6f728bcc2 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Bootstrapping audio-visual video segmentation by strengthening audio cues,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9bdd4f10-6020-4ed5-b822-df7c825746f8 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Multimodal imbalance-aware gradient modulation for weakly-supervised audio-visual video parsing,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9d225224-9080-4aae-9bab-c8c718e3a678 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Cross-Domain First Person Audio-Visual Action Recognition through Relative Norm Alignment
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation aad33de7-7250-4584-acf3-6102305d0e99 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Domain generalization through audio-visual relative norm align- ment in first person action recognition,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 59d7580c-d9ac-49f8-850d-120223135aa0 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition 2021: Team M3EM Technical Report
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d358d349-6e20-44f5-a9dd-9e2524f5621e · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Audio-adaptive activity recognition across video domains,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 490a2777-9fd1-498a-b718-385ebbfdf2b5 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Evaluating Prediction-Time Batch Normalization for Robustness under Covariate Shift
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07ed5fe3-4fa2-4c93-9df1-22ac58be4d8f · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Do we really need to access the source data? source hypothesis transfer for unsupervised domain adaptation,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dc90267e-2b60-4a94-b076-e9ad0be78f72 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Improving robustness against common corruptions by co- variate shift adaptation,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d93c796a-0242-4373-beae-a396379c58d4 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Entropy is not enough for test-time adaptation: From the perspective of disentangled factors,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0476f983-fb1a-487f-b7f6-fdf12a861e8a · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Universal test-time adaptation through weight ensembling, diversity weighting, and prior correction,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e768709d-a74b-4c7f-a212-9d9dd48ce3f1 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Audiovisual Moments in Time: A Large-Scale Annotated Dataset of Audiovisual Actions
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7c8791cc-cb44-4098-89e3-c7f0b9e6e398 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Audio-visual event localization in unconstrained videos,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b130993e-00e3-4e84-93ae-9c0080fb87fc · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Audio set: An ontology and human- labeled dataset for audio events,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 36651001-5f58-4677-9828-bb06c1502279 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3574da86-e5cc-46e9-8e52-1f40c592e625 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation The Kinetics Human Action Video Dataset
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8e4cf70-b82d-4853-8bd2-105440ec9aaf · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Large-scale robustness analysis of video action recognition models,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4e846e41-3dc4-440c-8be9-eb0aaa189ba4 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Benchmarking the ro- bustness of spatial-temporal models against corruptions,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2a2a7b6d-6b0b-4dd2-ab25-f9a9fc0582ef · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Tam: Temporal adaptive module for video recognition,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 46ee0324-101f-42ee-aab1-47ce005d4311 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Tsm: Temporal shift module for efficient video understanding,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 87006b49-a61e-4ac3-9280-5a8f1af116ed · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Deep residual learning for image recognition,
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63070090-db99-4110-ac56-e39954512b6b · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation GPT-4 Technical Report
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 509beed8-46ef-43fc-b9db-5dcc97aeaea0 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation The claude 3 model family: Opus, sonnet, haiku
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8f407caa-0ac6-4087-82e7-a198afb82056 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation The Llama 3 Herd of Models
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae8a3d41-acce-48ab-98aa-75f321b8c5bd · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Binggpt: Desktop application of new bing’s ai-powered chat,
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 11f5fe04-e0d2-4495-9474-6b730c5133c5 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Audio mamba: Bidirectional state space model for audio representation learning,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 74beaab0-40bb-4086-b1e8-2dedecce1868 · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Beats: Audio pre-training with acoustic tokenizers,
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1976f334-fbb2-432d-bf83-acf962a6dd6f · outbound
Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation Tim: A time interval machine for audio-visual action recognition,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.