Carnator: Fast Text-to-Video Generation with Generation-Native Compatibility-Guided Cross-Request Reuse

arXiv:2609.32420 · cs.AI · Submitted 2026-09-26 · Read on arXiv

cs.AI

Submitted: 2026-09-26

Updated: 2026-09-26

Terminology

• Transformer — 20× in this paper · explained in 2 episodes
• Sparse Attention — 15× in this paper · explained in 5 episodes
• Diffusion Model — 10× in this paper · explained in 8 episodes
• Diffusion Models — 9× in this paper · explained in 6 episodes
• Redundancy — 8× in this paper · explained in 2 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Adaptation — 4× in this paper · explained in 1 episode
• Alignment — 3× in this paper · explained in 1 episode
• Computer Vision and Pattern Recognition — 2× in this paper
• Distillation — 2× in this paper · explained in 2 episodes
• Latent Dynamics — 2× in this paper · explained in 2 episodes
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Attention Mechanism — 1× in this paper · explained in 3 episodes
• Benchmark — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Decode — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Generative Model — 1× in this paper · explained in 2 episodes
• Generative Models — 1× in this paper · explained in 2 episodes
• Hysteresis — 1× in this paper · explained in 3 episodes
• Quantization — 1× in this paper · explained in 12 episodes
• Sparsity — 1× in this paper · explained in 4 episodes

Sources

• CHAI: CacHe Attention Inference for text2video
• LTX-Video: Realtime Video Latent Diffusion
• HunyuanVideo: A Systematic Framework For Large Video Generative Models
• Chorus II: Cross-Request Sparsity Reuse for Efficient Image-to-Video Generation
• Beyond Few-Step Inference: Accelerating Video Diffusion Transformer Model Serving with Inter-Request Caching Reuse
• Wan: Open and Advanced Large-Scale Video Generative Models

Related papers

• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• The Clinician's Veto: Navigating Trust, Liability, and Uncertainty in Autonomous AI Prescribing
• MindHelper: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention
• Incumbent Advantage: Brand Bias and Cognitive Manipulation Dynamics in LLM Recommendation Systems
• VSAL: A Vision Solver with Adaptive Layouts for Graph Property Detection