Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T18:23:41.714421Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 100 of 184 outbound references and 2 inbound Pith citation observations for arXiv:2502.06803.
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 2026-08-09T18:23:41.714421Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-05-18T08:11:31.181704Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-18T08:12:30.202393Z
100 of 184 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation beda2922-13e8-45ce-a1ab-3e6fe622ea6c · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Recognizing action units for facial expression analysis
Reference 1
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Observation 4d404500-c273-4822-a83d-aace464d3b28 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Face validity
Reference 2
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Observation 4c77b3b7-1aa5-45d6-8399-a8ba6e0691d8 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities The expression of the emotions in man and animals
Reference 3
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Observation 854aa87f-c81b-40c0-829c-715679f6529c · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Constants across cultures in the face and emotion
Reference 4
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Observation 9bfc6b87-b753-4aa4-9f46-ebc8d930a338 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Strong evidence for universals in facial expressions: A reply to russell’s mistaken critique
Reference 5
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Observation 26a0f0a8-3a64-40b1-b66b-1cad15958af3 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Einfochips
Reference 6
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Observation 34950c73-5c95-45bf-bf78-dd2f02f9e7c6 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Elevate AI
Reference 7
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Observation 8433dcde-65b4-4630-aa39-071b50cc9fc5 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Facial expression recognition of emotional situations in mild and moderate alzheimer’s disease
Reference 8
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Observation 75f3db6d-542e-48c7-a9b8-bb26f2c0d193 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Mental states and personality based on real-time physical activity and facial expression recognition
Reference 9
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Observation c8e50d2e-8b97-4967-9aa8-9b9a0388d4cf · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Using a social robot to evaluate facial expressions in the wild
Reference 10
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Observation 14ea9be0-3df6-4ee0-8e9f-6b3684b44064 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Classroom teaching evaluation based on facial expression recognition
Reference 11
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Observation 9b3994ca-7d84-41b2-985d-1ffb251525ea · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Driver fatigue detection based on deeply-learned facial expression representation
Reference 12
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Observation 2fc86798-e12a-4a6a-b8a3-7eaff4d2a43d · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities An accurate facial expression detector using multi- landmarks selection and local transform features
Reference 13
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Observation a8f2704d-bce0-4f78-bc38-e3625287de71 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Societies becoming the same: Visual representation of the individual via the faceapp: Application
Reference 14
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Observation 35a7923c-1d0e-4b26-9c8d-27bc61a2dbf3 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Is there an app for that? a review of popular apps for depression, anxiety, and well-being
Reference 15
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Observation 8c321925-e301-4201-a618-fab2160c1d77 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Evaluating the therapeutic alliance with a free-text cbt conversational agent (wysa): a mixed-methods study
Reference 16
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Observation 4df85d99-fc39-49a7-a5e8-1eb260bd6286 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Rashmi Adyapady and B
Reference 17
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Observation e72b6059-ac68-4d62-8ee3-54285f14876d · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A survey of textual emotion recognition and its challenges
Reference 18
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Observation 01c4fde6-2130-4465-bccd-95673480c42c · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech emotion recognition: a comprehensive survey
Reference 19
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Observation 28059e98-a5dc-4817-b3d3-ee7e579d24b9 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT
Reference 20
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Observation 9f0613dd-65fa-4ebf-a00c-b8dae0dbbcda · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A comprehensive survey and analysis of generative models in machine learning
Reference 21
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Observation 79652fa7-6f57-483a-8ba2-5f17a5b60395 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep facial expression recognition: A survey
Reference 22
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Observation 4139ea0a-a966-4dc3-8f2c-fa2c72787b57 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Estimation of continuous valence and arousal levels from faces in naturalistic conditions
Reference 23
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Observation 57232e12-81d5-4da9-bd0c-120586528c50 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Training and profiling a pediatric facial expression classifier for children on mobile devices: machine learning study
Reference 24
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Observation 44cc974e-8483-4a77-a5a7-b85da8357097 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Effects of digital avatar on perceived social presence and co-presence in business meetings between the managers and their co-workers
Reference 25
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Observation 1fabcdd8-c19c-4c31-831d-ec34cec902cb · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities i’m here for you
Reference 26
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Observation 97db5e8e-fb3e-4107-8df0-fbebd23dca5f · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities CharacterAI
Reference 27
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Observation de55a1f6-de86-4b3e-bf8e-d1429fe28dee · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities GPT-4 Technical Report
Reference 28
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Observation 4541089c-8925-4961-a49d-c390ac7e8b27 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 29
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Observation 9553a62c-7380-4078-b6f0-5031976fc03d · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Gemini: A Family of Highly Capable Multimodal Models
Reference 30
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Observation d5f6b060-ac27-41cf-94c4-573a0c210998 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 31
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Observation 3656b937-5f65-4070-80fd-e038aaf05297 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Gradient-based learning applied to document recognition
Reference 32
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Observation a9b81b1a-e776-4c47-9861-7667a59c9dc4 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Gonzalez and Richard E
Reference 33
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Observation e7dd79f4-b162-4a71-adda-11f35d97e8e0 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 34
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Observation 9f26eb2b-336e-4073-b59c-328798238bcd · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Pizer, E
Reference 35
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Observation 5aa3c4df-7663-40b3-8e9c-b478b03976fc · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Khoshgoftaar
Reference 36
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Observation 9feb12bd-59af-40ea-a4b5-88ae0334df8a · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Rapid object detection using a boosted cascade of simple features
Reference 37
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Observation bb8f1197-32bc-4d7c-b39d-78317d946c5a · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Facial landmark detection by deep multi-task learning
Reference 38
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Observation a3fd1309-53a1-4bef-95b3-ed1997f78f91 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Very Deep Convolutional Networks for Large-Scale Image Recognition
Reference 39
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Observation bc8c95f3-b464-4eb5-865c-c74b6727a660 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep residual learning for image recognition
Reference 40
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Observation 410bdee7-fbe6-487a-967a-9244a3923e09 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Reference 41
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Observation eb3aa6f7-cc27-4e1f-8a4a-684889fe27ae · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Bovik, Hamid R
Reference 42
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Observation a87e8697-40be-45b3-839d-7e81e6fa351c · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 43
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Observation de65084c-b8de-49cb-bd54-e81938b9f2bc · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Lim and Alan V
Reference 44
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Observation ba7a4d74-3f90-476e-93d4-a604841f81fc · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 45
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Observation a6fe2de6-afb4-4f1d-8890-e503a8c1519e · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Fundamentals of Speech Recognition
Reference 46
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Observation b90190be-6ada-42d8-99f8-89521a13e073 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Rabiner and Myron R
Reference 47
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Observation 2dc9be43-436b-4e7f-b9d5-68d469c57bdb · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Sadjadi and John H
Reference 48
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Observation 6890787d-148e-41a5-8272-379da1c42da7 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Davis and Paul Mermelstein
Reference 49
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Observation 3f204197-4e38-4a79-a5a6-123a0598c955 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Linear prediction: A tutorial review
Reference 50
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Observation 7cf073b0-1036-46e3-bfe3-c8a408114baa · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Accurate short-term analysis of the fundamental frequency and the harmonics-to-noise ratio of a sampled sound
Reference 51
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Observation a160825d-d286-4ce5-b55f-31812fa77f6b · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Crochiere and Lawrence R
Reference 52
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Observation 295810fb-5aff-47e8-9e3d-ad01aea2da54 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech dereverberation
Reference 53
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Observation eab26263-1072-477a-9459-7864844d89fe · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech enhancement using vector quantization and a formant distance measure
Reference 54
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Observation dd083f21-c3cb-4d75-a59b-a5df5544f54c · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Frame blocking and windowing speech signal
Reference 55
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Observation 672bb539-247f-4f95-947e-e1d44f1f818f · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A recursive feature vector normalization approach for robust speech recognition in noise
Reference 56
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Efficient Estimation of Word Representations in Vector Space
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Observation bc60aa5a-92ec-4a17-9b63-fa1edaa80b51 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Manning, Prabhakar Raghavan, and Hinrich Schütze
Reference 58
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Observation efc139ac-36e1-4833-a546-ed3948bfd02a · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 59
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Observation 6c1d1d82-8a7d-45b1-906b-ca2295f96227 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Natural Language Processing with Python
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Observation 58d02215-2b4d-4d21-a39c-8013d568284c · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Ghosh and D
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Observation 8bac9a3f-d202-4ff8-9129-a57f2bcaeb17 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 62
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Observation bf718b1a-a1dc-4283-97b7-ed3a8c315868 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Neural Network Methods for Natural Language Processing
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Observation 49324b47-44c9-44e9-a647-308b6751d46b · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Corrado, and Jeffrey Dean
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep pyramid convolutional neural networks for text categorization
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Observation 5b2e7366-14c3-4faa-88fa-17c30b7c5428 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities EDA: Easy Data Augmentation Techniques for Boosting Performance on Text Classification Tasks
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities The interspeech 2010 paralinguistic challenge
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep learning
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Littlewort, J
Reference 69
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 70
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 71
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Challenges in representation learning: A report on three machine learning contests
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Emoca: Emotion driven monocular face capture and animation
Reference 73
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Abaw: Valence-arousal estimation, expression recognition, action unit detection & emotional reaction intensity estimation challenges, 2023
Reference 74
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Observation 052d4904-f9d5-454e-a894-4a8fd74dd5ed · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Learning Transferable Visual Models From Natural Language Supervision
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Prompting Visual-Language Models for Dynamic Facial Expression Recognition
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Patch attention convolutional vision transformer for facial expression recognition with occlusion
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Poster++: A simpler and stronger facial expression recognition network
Reference 78
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Observation 1a25d5fa-20f5-49e7-a8c1-58bf90d87a2f · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Enhanced spatial-temporal learning network for dynamic facial expression recognition
Reference 79
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Towards accurate marker-less 3D facial performance capture
Reference 80
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Observation d40e65d1-dd69-4720-88de-2f3b381eec21 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech emotion classification using attention-based lstm, 2023
Reference 81
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Hidden markov model-based speech emotion recognition
Reference 82
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Observation a3a0327e-03b0-4d00-afc4-87a49aaa87a6 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 83
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Exploiting emotion-semantic correlations for empathetic response generation
Reference 84
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Speech emotion recognition using deep convolutional neural networks improved by the fast continuous wavelet transform
Reference 85
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Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A bert based dual-channel explainable text emotion recognition system
Reference 86
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Observation 1f71185e-17ac-437e-bf54-892ee65b78e6 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 87
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Observation e67d691e-fda9-45a9-9917-a0a191cf0cd4 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Reference 88
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Observation 754541b2-f5db-4e16-af69-5650d8abb5dd · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Attention is all you need
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Observation ffc7c910-bba9-4255-a36b-0f23c457a73b · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Srl4e-semantic role labeling for emotions: A unified evaluation framework, 2022
Reference 90
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Observation bd2ad9e4-b1b3-4b89-b787-b691c96fe545 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Clarin-emo: Training emotion recognition models using human annotation and chatgpt
Reference 91
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Observation 28da0495-4efa-4207-b111-27a3bed231af · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Xlm-emo: Multilingual emotion prediction in social media text
Reference 92
Source-reported events for the cited work
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Observation e0cfb7cb-50c9-45da-9ffc-f5c3a74aa50e · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Dual attention networks for multimodal reasoning and matching
Reference 93
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Unavailable: canonical work link unavailable.
Observation b229e58b-49da-4d56-bfdf-db040ada4690 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Acoustic emotion recognition: A benchmark comparison of performances
Reference 94
Source-reported events for the cited work
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Observation b438dfff-20e8-434e-bfb8-0b4a0c033a87 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Unresolved cited work
Reference 95
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Unavailable: canonical work link unavailable.
Observation 702377d2-782a-44f3-ad11-970edb047835 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities A review of deepfakes and an analysis of detection methods
Reference 96
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08189a9d-442e-4979-91d3-05d34131f8db · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities The DeepFake Detection Challenge (DFDC) Dataset
Reference 97
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Observation 209d125a-94f7-4ecf-bdd4-31cd7df58480 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Deep Learning, volume 1
Reference 98
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bc4b772-29ea-4f0f-8bbc-5ef1ac8f621e · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Emo: Emote portrait alive – generating expressive portrait videos with audio2video diffusion model under weak conditions
Reference 99
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Unavailable: canonical work link unavailable.
Observation 4a1816d2-975b-4c6b-8792-99c9bccd8187 · outbound
Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities Instagram
Reference 100
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a54abac-f623-462e-9b15-1e36e99bd431 · inbound
Intelligent Agents with Emotional Intelligence: Current Trends, Challenges, and Future Prospects Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities
Reference 15
Source-reported events for the cited work
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Observation acd11eed-2e23-44ab-b44a-6ff090f87681 · inbound
Toward using Speech to Sense Student Emotion in Remote Learning Environments Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalities
Reference 17
Source-reported events for the cited work
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