PhyRubric scores physical commonsense errors in text-to-video models
A judge trained on 3,788 videos tracks human ratings more closely than other open judges and matches Gemini 4 Argon.
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Relatedvideo-generation3diffusion2text-to-image23d-control1adversarial-distillation1attention-routing1benchmark1benchmarks1code-generation1evaluation1fine-tuning1flow-matching1huggingface1long-take1mise-en-video1multi-event1multimodal1multi-shot1
11 stories, newest first · one card per story
Stories tagged #text-to-video
VA-TDM boosts few-step diffusion models
VA-TDM uses velocity adversarial distillation to reach state-of-the-art four-step text-to-image and text-to-video generation.
Pika releases Pika H3 Flex open weights for video and audio
Local inference outputs native 480p or 768p with stereo audio; the hosted API adds up to 4K.
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MEV dataset targets multi-event, long-take text-to-video generation
Fine-tuning with temporally grounded event conditioning improved long-take transitions and content coherence.
Code2Video-Compass benchmarks code-based video generation
The suite has 2,104 tasks across T2V, I2V, and V2V, and quality falls as complexity rises.
Mise-en-Video adds 3D staging control for multi-shot video
Training uses a 160,000-video set with hierarchical multi-shot text and oriented 3D bounding boxes.
Routing Policy Optimization for Online Diffusion Reinforcement Learning
RPO uses attention-route exploration to align diffusion generators about 4x more efficiently than Flow-GRPO.
Kandinsky 6.0 Video: Foundation Models for Synchronized Video and Audio Generation
Kandinsky 6.0 Video releases open 3B and 29B models for synchronized text- and image-to-audio-video.
TempQ-Jail: Query-Constrained Candidate Ranking for Text-to-Video Jailbreak Attacks
TempQ-Jail ranks text-to-video jailbreak candidates under limited queries, raising success on CogVideoX-5B versus prior methods.
WanPE: Towards Cinematic Prompt Enhancement for Modern Text-to-Video Generation
WanPE-397B boosts 30-second video-prompt preference by 50.86 points when powering Wan3.0.
WarmBloodAban/Minimax-h3_Singularity — new model trending #22 on Hugging Face
Community fine-tune Minimax-h3_Singularity enhances MiniMax-H3 video generation with HDR quality, distant face restoration, and improved motion, trending #22 on Hugging Face.