Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction | Paper Citation Record

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Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation cites this paper.

Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 33

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Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation cites this paper.

Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 79

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M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation cites this paper.

M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 18

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Scalable Autoregressive Monocular Depth Estimation cites this paper.

Scalable Autoregressive Monocular Depth Estimation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 53

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High-Resolution Image Synthesis via Next-Token Prediction cites this paper.

High-Resolution Image Synthesis via Next-Token Prediction Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 116

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PanoLlama: Generating Endless and Coherent Panoramas with Next-Token-Prediction LLMs cites this paper.

PanoLlama: Generating Endless and Coherent Panoramas with Next-Token-Prediction LLMs Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 35

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Factorized Visual Tokenization and Generation cites this paper.

Factorized Visual Tokenization and Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 30

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LiteVAR: Compressing Visual Autoregressive Modelling with Efficient Attention and Quantization cites this paper.

LiteVAR: Compressing Visual Autoregressive Modelling with Efficient Attention and Quantization Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 12

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Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient cites this paper.

Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 55

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Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads cites this paper.

Orthus: Autoregressive Interleaved Image-Text Generation with Modality-Specific Heads Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 17

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X-Prompt: Towards Universal In-Context Image Generation in Auto-Regressive Vision Language Foundation Models cites this paper.

X-Prompt: Towards Universal In-Context Image Generation in Auto-Regressive Vision Language Foundation Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 69

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3D representation in 512-Byte:Variational tokenizer is the key for autoregressive 3D generation cites this paper.

3D representation in 512-Byte:Variational tokenizer is the key for autoregressive 3D generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 42

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Scalable Image Tokenization with Index Backpropagation Quantization cites this paper.

Scalable Image Tokenization with Index Backpropagation Quantization Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 39

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TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation cites this paper.

TokenFlow: Unified Image Tokenizer for Multimodal Understanding and Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 51

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ARCON: Advancing Auto-Regressive Continuation for Driving Videos cites this paper.

ARCON: Advancing Auto-Regressive Continuation for Driving Videos Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 58

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ZipAR: Parallel Auto-regressive Image Generation through Spatial Locality cites this paper.

ZipAR: Parallel Auto-regressive Image Generation through Spatial Locality Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 17

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Liquid: Language Models are Scalable and Unified Multi-modal Generators cites this paper.

Liquid: Language Models are Scalable and Unified Multi-modal Generators Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 67

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Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis cites this paper.

Infinity: Scaling Bitwise AutoRegressive Modeling for High-Resolution Image Synthesis Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 61

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Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization cites this paper.

Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 51

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Nested Diffusion Models Using Hierarchical Latent Priors cites this paper.

Nested Diffusion Models Using Hierarchical Latent Priors Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 67

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Normalizing Flows are Capable Generative Models cites this paper.

Normalizing Flows are Capable Generative Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 61

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CARP: Visuomotor Policy Learning via Coarse-to-Fine Autoregressive Prediction cites this paper.

CARP: Visuomotor Policy Learning via Coarse-to-Fine Autoregressive Prediction Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 60

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SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding cites this paper.

SynerGen-VL: Towards Synergistic Image Understanding and Generation with Vision Experts and Token Folding Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 83

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MSC: Multi-Scale Spatio-Temporal Causal Attention for Autoregressive Video Diffusion cites this paper.

MSC: Multi-Scale Spatio-Temporal Causal Attention for Autoregressive Video Diffusion Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 28

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Grid: Omni Visual Generation cites this paper.

Grid: Omni Visual Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 4

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Causal Diffusion Transformers for Generative Modeling cites this paper.

Causal Diffusion Transformers for Generative Modeling Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 60

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Self-control: A Better Conditional Mechanism for Masked Autoregressive Model cites this paper.

Self-control: A Better Conditional Mechanism for Masked Autoregressive Model Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 5

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Incorporating Feature Pyramid Tokenization and Open Vocabulary Semantic Segmentation cites this paper.

Incorporating Feature Pyramid Tokenization and Open Vocabulary Semantic Segmentation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 47

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Autoregressive Video Generation without Vector Quantization cites this paper.

Autoregressive Video Generation without Vector Quantization Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 24

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E-CAR: Efficient Continuous Autoregressive Image Generation via Multistage Modeling cites this paper.

E-CAR: Efficient Continuous Autoregressive Image Generation via Multistage Modeling Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 16

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ScaMo: Exploring the Scaling Law in Autoregressive Motion Generation Model cites this paper.

ScaMo: Exploring the Scaling Law in Autoregressive Motion Generation Model Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 55

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Parallelized Autoregressive Visual Generation cites this paper.

Parallelized Autoregressive Visual Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 53

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Next Patch Prediction for Autoregressive Visual Generation cites this paper.

Next Patch Prediction for Autoregressive Visual Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 93

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DrivingWorld: Constructing World Model for Autonomous Driving via Video GPT cites this paper.

DrivingWorld: Constructing World Model for Autonomous Driving via Video GPT Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 34

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Navigating Image Restoration with VAR's Distribution Alignment Prior cites this paper.

Navigating Image Restoration with VAR's Distribution Alignment Prior Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 40

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Dual Diffusion for Unified Image Generation and Understanding cites this paper.

Dual Diffusion for Unified Image Generation and Understanding Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 77

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Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model cites this paper.

Text2Earth: Unlocking Text-driven Remote Sensing Image Generation with a Global-Scale Dataset and a Foundation Model Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 51

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

Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 39

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Circuit Complexity Bounds for Visual Autoregressive Model cites this paper.

Circuit Complexity Bounds for Visual Autoregressive Model Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 2025

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On Computational Limits and Provably Efficient Criteria of Visual Autoregressive Models: A Fine-Grained Complexity Analysis cites this paper.

On Computational Limits and Provably Efficient Criteria of Visual Autoregressive Models: A Fine-Grained Complexity Analysis Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 20

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EditAR: Unified Conditional Generation with Autoregressive Models cites this paper.

EditAR: Unified Conditional Generation with Autoregressive Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 63

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Dissecting Bit-Level Scaling Laws in Quantizing Vision Generative Models cites this paper.

Dissecting Bit-Level Scaling Laws in Quantizing Vision Generative Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 25

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Training-Free Motion-Guided Video Generation with Enhanced Temporal Consistency Using Motion Consistency Loss cites this paper.

Training-Free Motion-Guided Video Generation with Enhanced Temporal Consistency Using Motion Consistency Loss Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 62

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Generative Physical AI in Vision: A Survey cites this paper.

Generative Physical AI in Vision: A Survey Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 9

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TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data cites this paper.

TabularARGN: A Flexible and Efficient Auto-Regressive Framework for Generating High-Fidelity Synthetic Data Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 55

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Visual Generation Without Guidance cites this paper.

Visual Generation Without Guidance Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 66

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GaussianToken: An Effective Image Tokenizer with 2D Gaussian Splatting cites this paper.

GaussianToken: An Effective Image Tokenizer with 2D Gaussian Splatting Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 30

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Neural SDEs as a Unified Approach to Continuous-Domain Sequence Modeling cites this paper.

Neural SDEs as a Unified Approach to Continuous-Domain Sequence Modeling Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 2014

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BCAT: A Block Causal Transformer for PDE Foundation Models for Fluid Dynamics cites this paper.

BCAT: A Block Causal Transformer for PDE Foundation Models for Fluid Dynamics Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 51

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Exploring Representation-Aligned Latent Space for Better Generation cites this paper.

Exploring Representation-Aligned Latent Space for Better Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 18

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Masked Generative Nested Transformers with Decode Time Scaling cites this paper.

Masked Generative Nested Transformers with Decode Time Scaling Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 38

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Video Latent Flow Matching: Optimal Polynomial Projections for Video Interpolation and Extrapolation cites this paper.

Video Latent Flow Matching: Optimal Polynomial Projections for Video Interpolation and Extrapolation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 72

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Masked Autoencoders Are Effective Tokenizers for Diffusion Models cites this paper.

Masked Autoencoders Are Effective Tokenizers for Diffusion Models Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 29

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Learning Real-World Action-Video Dynamics with Heterogeneous Masked Autoregression cites this paper.

Learning Real-World Action-Video Dynamics with Heterogeneous Masked Autoregression Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 45

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Can Diffusion Models Learn Hidden Inter-Feature Rules Behind Images? cites this paper.

Can Diffusion Models Learn Hidden Inter-Feature Rules Behind Images? Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 21

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EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling cites this paper.

EQ-VAE: Equivariance Regularized Latent Space for Improved Generative Image Modeling Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 14

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WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation cites this paper.

WISE: A World Knowledge-Informed Semantic Evaluation for Text-to-Image Generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

Reference 44

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Flow Along the K-Amplitude for Generative Modeling Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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AGHI-QA: A Subjective-Aligned Dataset and Metric for AI-Generated Human Images Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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Text to Image Generation and Editing: A Survey cites this paper.

Text to Image Generation and Editing: A Survey Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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Neural Incompatibility: The Unbridgeable Gap of Cross-Scale Parametric Knowledge Transfer in Large Language Models cites this paper.

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High-Fidelity Functional Ultrasound Reconstruction via A Visual Auto-Regressive Framework cites this paper.

High-Fidelity Functional Ultrasound Reconstruction via A Visual Auto-Regressive Framework Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization cites this paper.

Rhetorical Text-to-Image Generation via Two-layer Diffusion Policy Optimization Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation cites this paper.

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Transition Matching: Scalable and Flexible Generative Modeling Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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Autoregressive Image Generation with Linear Complexity: A Spatial-Aware Decay Perspective cites this paper.

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Joint Lossless Compression and Steganography for Medical Images via Large Language Models cites this paper.

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StarPose: 3D Human Pose Estimation via Spatial-Temporal Autoregressive Diffusion cites this paper.

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FuXi-\beta: Towards a Lightweight and Fast Large-Scale Generative Recommendation Model cites this paper.

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Discrete Noise Inversion for Next-scale Autoregressive Text-based Image Editing cites this paper.

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Scalable Training for Vector-Quantized Networks with 100% Codebook Utilization cites this paper.

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REGLUE Your Latents with Global and Local Semantics for Entangled Diffusion cites this paper.

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CG-MLLM: Captioning and Generating 3D content via Multi-modal Large Language Models cites this paper.

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Language-Guided Transformer Tokenizer for Human Motion Generation cites this paper.

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Pinterest Canvas: Large-Scale Image Generation at Pinterest cites this paper.

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Generative Refinement Networks for Visual Synthesis cites this paper.

Generative Refinement Networks for Visual Synthesis Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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Generative Refinement Networks for Visual Synthesis cites this paper.

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Text-To-Speech with Chain-of-Details: modeling temporal dynamics in speech generation cites this paper.

Text-To-Speech with Chain-of-Details: modeling temporal dynamics in speech generation Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings cites this paper.

MMCORE: MultiModal COnnection with Representation Aligned Latent Embeddings Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction

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