https://arxiv.org/abs/2501.09038
[2501.09038] Do generative video models understand physical principles?
Abstract page for arXiv paper 2501.09038: Do generative video models understand physical principles?
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https://www.amazon.science/publications/stochastic-backpropagation-a-memory-efficient-strategy-for-training-video-models
Stochastic backpropagation: A memory efficient strategy for training video models - Amazon Science
We propose a memory efficient method, named Stochastic Backpropagation (SBP), for training deep neural networks on videos. It is based on the finding that...
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https://simonwillison.net/2025/Sep/27/video-models-are-zero-shot-learners-and-reasoners/?ref=atvbt.com
Video models are zero-shot learners and reasoners
Fascinating new paper from Google DeepMind which makes a very convincing case that their Veo 3 model - and generative video models in general - serve a similar...
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https://www.antiland.com/en/blog/unlocking-secrets-video-models/
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https://papers.nips.cc/paper_files/paper/2018/hash/c4616f5a24a66668f11ca4fa80525dc4-Abstract.html
Cooperative Learning of Audio and Video Models from Self-Supervised Synchronization
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https://ltx.io/model/model-blog/how-to-generate-2d-animation-with-ai-video-models
How To Generate 2D Animation With AI Video Models | LTX Blog
Generate 2D animation with AI video models. Learn prompt techniques for flat art, cartoon, anime, and illustrated styles using LTX-2 image conditioning.
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https://the-decoder.com/deepmind-says-video-models-for-visual-tasks-could-become-what-llms-are-for-text-tasks/
Deepmind says video models for visual tasks could become what LLMs are for text tasks
Sep 29, 2025 - Google Deepmind researchers believe video models like Veo 3 can become as flexible and general-purpose for visual tasks as large language models are for text.
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https://research.facebook.com/publications/a-multigrid-method-for-efficiently-training-video-models/
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https://research-information.bris.ac.uk/en/publications/perception-test-a-diagnostic-benchmark-for-multimodal-video-model/
Perception Test: A Diagnostic Benchmark for Multimodal Video Models - University of Bristol
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AnimationBench: Are Video Models Good at Character-Centric Animation? | Hacker News Simulator
AnimationBench: Are Video Models Good at Character-Centric Animation?
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https://www.mindstudio.ai/blog/artlist-studio-left-beta-6-video-models-workflow-tricks
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Art List Studio launched out of beta with 6 video models and character voice assignment. Here are the three workflow tricks that make it actually useful.
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https://tldr.takara.ai/p/2506.09985
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning | Takara TLDR
A major challenge for modern AI is to learn to understand the world and learn to act largely by observation. This paper explores a self-supervised approach t...
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https://learn.microsoft.com/en-us/azure/databricks/machine-learning/model-serving/query-audio-video-models
Query audio and video models - Azure Databricks | Microsoft Learn
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https://scholars.uky.edu/es/publications/talking-picture-schedules-embedding-video-models-into-visual-acti/
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