OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation | Paper Citation Record

Observation e782bb66-d958-4d08-a0de-535576c1bae4 · outbound

This paper cites Auto-Encoding Variational Bayes.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Auto-Encoding Variational Bayes

Reference 1

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Observation f1e7537f-ad84-4ebd-ba0f-abe4e25c184d · outbound

This paper cites Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models

Reference 2

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This paper cites Diffusion Transformers with Representation Autoencoders.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Diffusion Transformers with Representation Autoencoders

Reference 3

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Observation 184be546-ffba-4adf-86ec-b83c1e6b6403 · outbound

This paper cites SpeechTokenizer: Unified Speech Tokenizer for Speech Large Language Models.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation SpeechTokenizer: Unified Speech Tokenizer for Speech Large Language Models

Reference 4

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This paper cites MOSS-Audio-Tokenizer: Scaling audio tokenizers for future audio foundation models, 2026.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation MOSS-Audio-Tokenizer: Scaling audio tokenizers for future audio foundation models, 2026

Reference 5

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This paper cites MMAudio: Taming multimodal joint training for high-quality video-to-audio synthesis.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation MMAudio: Taming multimodal joint training for high-quality video-to-audio synthesis

Reference 6

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This paper cites HunyuanVideo-Foley: Multimodal Diffusion with Representation Alignment for High-Fidelity Foley Audio Generation.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation HunyuanVideo-Foley: Multimodal Diffusion with Representation Alignment for High-Fidelity Foley Audio Generation

Reference 7

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This paper cites Synchformer: Efficientsynchronizationfromsparse cues.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Synchformer: Efficientsynchronizationfromsparse cues

Reference 8

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This paper cites Representation Learning with Contrastive Predictive Coding.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Representation Learning with Contrastive Predictive Coding

Reference 9

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This paper cites Qwen3-Omni Technical Report.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Qwen3-Omni Technical Report

Reference 10

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This paper cites Learning Transferable Visual Models From Natural Language Supervision.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Learning Transferable Visual Models From Natural Language Supervision

Reference 11

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Observation 83822ea9-a08a-4d7b-b085-7fa3729229f7 · outbound

This paper cites ImageBind: One Embedding Space To Bind Them All.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation ImageBind: One Embedding Space To Bind Them All

Reference 12

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Observation d29f2f3e-8aef-4907-9929-12debd347a58 · outbound

This paper cites LanguageBind: Extending video-language pretraining to n-modality by language-based semantic alignment.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation LanguageBind: Extending video-language pretraining to n-modality by language-based semantic alignment

Reference 13

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This paper cites Liu, SouYoung Jin, Cheng-I Lai, Andrew Rouditchenko, Aude Oliva, and James Glass.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Liu, SouYoung Jin, Cheng-I Lai, Andrew Rouditchenko, Aude Oliva, and James Glass

Reference 14

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This paper cites LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment

Reference 15

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This paper cites Enhancing multimodal unified representations for cross modal generalization.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Enhancing multimodal unified representations for cross modal generalization

Reference 16

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Observation 89510f85-4493-46d8-8234-162221f21ee9 · outbound

This paper cites Achieving cross modal generalization with multimodal unified representation.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Achieving cross modal generalization with multimodal unified representation

Reference 17

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This paper cites Wan: Open and Advanced Large-Scale Video Generative Models.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Wan: Open and Advanced Large-Scale Video Generative Models

Reference 18

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Observation a9270da1-f028-4722-8008-f5395ea7f785 · outbound

This paper cites Out of time: Automated lip sync in the wild.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Out of time: Automated lip sync in the wild

Reference 19

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This paper cites High-Fidelity Audio Compression with Improved RVQGAN.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation High-Fidelity Audio Compression with Improved RVQGAN

Reference 20

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Observation 2064a707-8cb0-484b-9b56-6f8a5534a63f · outbound

This paper cites Movie Gen: A Cast of Media Foundation Models.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Movie Gen: A Cast of Media Foundation Models

Reference 21

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This paper cites Qwen-Audio-VAE Technical Report.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Qwen-Audio-VAE Technical Report

Reference 22

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Observation 78d88f69-da67-4d9b-8c79-b72340a512e1 · outbound

This paper cites Fast Timing-Conditioned Latent Audio Diffusion.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Fast Timing-Conditioned Latent Audio Diffusion

Reference 23

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Observation 26a46fe7-08e5-46da-85b9-7bb7048e11c0 · outbound

This paper cites UniTok: A unified tokenizer for visual generation and understanding.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation UniTok: A unified tokenizer for visual generation and understanding

Reference 24

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This paper cites REPA-E: Unlocking VAEforend-to-endtuningwithlatentdiffusiontransformers.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation REPA-E: Unlocking VAEforend-to-endtuningwithlatentdiffusiontransformers

Reference 25

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Observation 48b9be9c-e0bc-4d85-ae61-c108aca71a42 · outbound

This paper cites MM-Diffusion: Learning multi-modal diffusion models for joint audio and video generation.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation MM-Diffusion: Learning multi-modal diffusion models for joint audio and video generation

Reference 26

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This paper cites Towards scalable pre-training of visual tokenizers for generation, 2025.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Towards scalable pre-training of visual tokenizers for generation, 2025

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This paper cites Sora 2 system card.https://openai.com/index/sora-2-system-card/, 2025.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Sora 2 system card.https://openai.com/index/sora-2-system-card/, 2025

Reference 28

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Observation 61d446cc-1419-4cc7-9154-3d12603f7e74 · outbound

This paper cites AV-DiT: Efficient Audio-Visual Diffusion Transformer for Joint Audio and Video Generation.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation AV-DiT: Efficient Audio-Visual Diffusion Transformer for Joint Audio and Video Generation

Reference 29

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This paper cites Seedance 2.0: Advancing Video Generation for World Complexity.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Seedance 2.0: Advancing Video Generation for World Complexity

Reference 30

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This paper cites Veo 3.https://deepmind.google/models/veo/, 2025.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Veo 3.https://deepmind.google/models/veo/, 2025

Reference 31

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Observation 38d2269b-b1ec-4fac-a98f-f90a832b2a85 · outbound

This paper cites Ovi: Twin Backbone Cross-Modal Fusion for Audio-Video Generation.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Ovi: Twin Backbone Cross-Modal Fusion for Audio-Video Generation

Reference 32

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OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation JavisDiT: Joint audio-video diffusion transformer with hierarchical spatio-temporal prior synchro- nization, 2025

Reference 33

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This paper cites MOVA: Towards scalable and synchronized video-audio generation, 2026.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation MOVA: Towards scalable and synchronized video-audio generation, 2026

Reference 34

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This paper cites LTX-2: Efficient joint audio-visual foundation model, 2026.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation LTX-2: Efficient joint audio-visual foundation model, 2026

Reference 35

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This paper cites Rep- resentation alignment for generation: Training diffusion transformers is easier than you think.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Rep- resentation alignment for generation: Training diffusion transformers is easier than you think

Reference 36

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This paper cites Wan2.2-T2V-A14B model card.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Wan2.2-T2V-A14B model card

Reference 37

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This paper cites Efros, Eli Shechtman, and Oliver Wang.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Efros, Eli Shechtman, and Oliver Wang

Reference 38

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This paper cites What matters for representation alignment: Global information or spatial structure?, 2025.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation What matters for representation alignment: Global information or spatial structure?, 2025

Reference 39

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OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Gemmeke, Daniel P

Reference 40

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This paper cites BEATs: Audio Pre-Training with Acoustic Tokenizers.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation BEATs: Audio Pre-Training with Acoustic Tokenizers

Reference 41

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This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 42

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This paper cites Qwen3.5: Towards native multimodal agents, 2026.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Qwen3.5: Towards native multimodal agents, 2026

Reference 43

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This paper cites LibriSpeech: An ASR corpus based on public domain audio books.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation LibriSpeech: An ASR corpus based on public domain audio books

Reference 44

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This paper cites Panda-70M: Captioning 70m videos with multiple cross-modality teachers.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Panda-70M: Captioning 70m videos with multiple cross-modality teachers

Reference 45

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This paper cites Parker, Matthew Rice, CJ Carr, Zack Zukowski, Josiah Taylor, and Jordi Pons.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Parker, Matthew Rice, CJ Carr, Zack Zukowski, Josiah Taylor, and Jordi Pons

Reference 46

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This paper cites The MUSDB18 corpus for music separation.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation The MUSDB18 corpus for music separation

Reference 47

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This paper cites Sparse in Space and Time: Audio-visual Synchronisation with Trainable Selectors.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Sparse in Space and Time: Audio-visual Synchronisation with Trainable Selectors

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This paper cites Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Meta Audiobox Aesthetics: Unified Automatic Quality Assessment for Speech, Music, and Sound

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OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation VGGSound: A large-scaleaudio-visual dataset

Reference 50

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This paper cites Multi-task learning using uncertainty to weigh losses for scene geometry and semantics.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Multi-task learning using uncertainty to weigh losses for scene geometry and semantics

Reference 51

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This paper cites UniVerse-1: Unified Audio-Video Generation via Stitching of Experts.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation UniVerse-1: Unified Audio-Video Generation via Stitching of Experts

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OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Unresolved cited work

Reference 2024

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This paper cites Stable Audio 3.

OmniVAE: An Audio-Video VAE with Cross-Modal Alignment for Joint Generation Stable Audio 3

Reference 2026

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