Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T14:55:16.255824Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2604.12777.
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 2026-05-10T14:55:16.255824Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ed98efab-33ff-4e63-b516-420bd56d6198 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Neural systems for recognizing emotion
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1b38140f-c4f4-40ca-84fa-924b5dbaf213 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Emotion-aware connected health- care big data towards 5g
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f01b6ceb-ec5f-41be-954d-362f3ec447e3 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Learning deep global multi-scale and local attention features for facial expression recognition in the wild
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 934cec41-19fd-4bf4-b3d0-420e47a889a6 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Emotion recognition from unimodal to multimodal analysis: A review
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1673538e-90ab-436e-8dfa-75200e7aa968 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling All rivers run into the sea: Unified modality brain-inspired emotional central mechanism
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 76d67c76-44bd-4798-9621-cb98b118c7f4 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling A systematic review on affective computing: Emotion models, databases, and recent advances
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f8ad3704-ea66-43e8-b8a0-e6de3edbfbca · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The neurobiological basis of affect is consistent with psychological construction theory and shares a common neural basis across emotional categories
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 429ca555-08cc-491c-883a-97f7d2ded375 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Emotional pictures and sounds: a review of multimodal interactions of emotion cues in multiple domains
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c5a0c0f8-eb77-4cd1-b316-b4457482254b · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The brain and its time: intrinsic neural timescales are key for input processing
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 931efdc5-06b0-474a-911e-de9ae0df51b3 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The cognitive– affective social processing and emotion regulation (casper) model
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 148b3a31-d46e-4142-bb3d-af39ad644e65 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling A Survey on Facial Expression Recognition of Static and Dynamic Emotions
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1a4fbe31-ae0e-4ffe-bd1a-761ee76e49f9 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Learning transferable visual models from natural language supervision
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1c9feff1-236f-4ca6-8f74-f1ec969709e7 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Cliper: A unified vision-language framework for in-the-wild facial expression recognition
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 85982acc-b848-4dae-ae87-81daac1822fa · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Exploring regional clues in clip for zero-shot semantic segmentation
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4274a670-c179-432d-8e39-f517e0f2bb54 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The unbearable automaticity of being
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 33c9380a-63d0-40a5-8aae-a0dcca49c112 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The theory of constructed emotion: an active inference account of interoception and categorization
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 2afd8ebe-e632-42a2-93ab-410cff1d362e · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Hierarchical process memory: memory as an integral component of information processing
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b4d6458b-ca10-4d19-86ad-ae2f5bc2f90e · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The neurobiology of semantic memory
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 10652338-d310-436c-ba8c-725914a30642 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The ryerson audio-visual database of emotional speech and song (ravdess): A dynamic, multimodal set of facial and vocal expressions in north american english
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 504e9333-dc5b-4f6d-89dc-aa5f5f76bee5 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Dfew: A large-scale database for recognizing dynamic facial expres- sions in the wild
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 75185c8c-e701-4f8f-ae30-4b08c7ecfefe · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Ferv39k: A large-scale multi-scene dataset for facial expression recognition in videos
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 05c19fda-d493-4aa9-862f-846b8266ffb6 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Learning spatiotemporal features with 3d convolutional networks
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a48a87ab-cfcb-46b1-9cde-c94a77825a9a · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling The power of scale for parameter-efficient prompt tuning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 77489b1c-05f4-42a5-8c2d-b533ad50b431 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Recent advancements and challenges of nlp- based sentiment analysis: A state-of-the-art review
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation fe433572-5d83-47bc-bbff-34348ffa7fc8 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Conditional prompt learning for vision-language models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3459c7b6-f4e3-4fad-a456-7d3837c72cd9 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Visual prompt tuning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 979a6d06-c336-4249-93ae-d33a04e4b815 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Maple: Multi-modal prompt learning
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 302da251-5243-457e-9443-44198e64f3e3 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Knowledge transfer for cross-domain reinforcement learning: a systematic review
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ddb68ff7-2cd5-46fe-a84c-ce97bcf92e9e · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Adversarial training in affective computing and sentiment analysis: Recent advances and perspectives
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9745ae9a-00e4-433b-ac71-498f3be9cada · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Disentangled representation learning for multimodal emotion recognition
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 012a32f3-f33b-4992-8c73-3cb1dc71444c · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Ceprompt: Cross-modal emotion-aware prompting for facial expression recognition
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e24f920e-394f-44c5-a7e4-0416bf440e38 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Learning spatio-temporal representation with pseudo-3d residual networks
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c61e4aee-4987-40ae-a504-a6d38f825b3b · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Quo vadis, action recognition? a new model and the kinetics dataset
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b800a09e-292e-45d9-9e25-0c224d33273b · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling A closer look at spatiotemporal convolutions for action recognition
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 61422f96-7352-46d2-9b88-461f2ff107d3 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Former-dfer: Dynamic facial expression recog- nition transformer
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1d35fb8e-457c-4cd3-9738-d7a721c5a3a6 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling NR-DFERNet: Noise-Robust Network for Dynamic Facial Expression Recognition
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation eee6ec80-e3ad-4731-bc9b-bedb0827af3b · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Dpcnet: Dual path multi-excitation collaborative network for facial expression representation learning in videos
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 69918a2e-c1ff-4bee-8669-453f1f30a18b · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Ex- pression snippet transformer for robust video-based facial expression recognition
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f433b118-1680-4f4e-82d0-5266abd42bb9 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Logo-former: Local-global spatio-temporal transformer for dynamic facial expression recognition
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4cda5f70-3945-413d-b829-f13c16c36e6a · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Intensity-aware loss for dynamic facial expression recognition in the wild
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a405ddc9-2c9b-41a6-808d-974794c6fb7f · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Multi-scale correlation module for video-based facial expression recognition in the wild
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1025f946-f9f8-4112-8884-5937cacc00e3 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Rethinking the learning paradigm for dynamic facial expression recognition
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8783eac5-9306-41f0-b599-8f209666e534 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Frame level emotion guided dynamic facial expression recognition with emotion grouping
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9b295213-9a5a-44b4-8cc6-da20d1318c56 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Prompting visual-language models for dynamic facial expression recognition
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation d64f74ec-b8d4-46ae-b7b1-347f0714d87f · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Mae-dfer: Efficient masked autoencoder for self-supervised dynamic facial expression recogni- tion
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9924f3ee-4a52-4158-816a-b7e6608fe46c · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Emoclip: A vision-language method for zero-shot video facial expression recognition
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 955e9990-88e6-4034-9d5e-e5231c4e4f33 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Empower smart cities with sampling-wise dynamic facial expression recognition via frame- sequence contrastive learning
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation e1aefd7a-40c9-48fd-b66c-e940e7708c0a · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Cdgt: Constructing diverse graph transformers for emotion recognition from facial videos
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4d6816ef-1713-440e-b298-d8e0692de159 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling A joint local spatial and global temporal cnn-transformer for dynamic facial expression recognition
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation ddc25506-12ed-4e56-9aa7-eec9c1be79e9 · outbound
Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling Hicmae: Hierarchical contrastive masked autoencoder for self-supervised audio-visual emotion recog- nition
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
No inbound Pith citation observations are available.