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Reed li

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liked a model about 11 hours ago
openai/gpt-oss-120b
reacted to Kseniase's post with ❤️ 2 days ago
12 Powerful World Models World models are one of the most challenging areas in AI, pushing the boundaries of reasoning, perception, and planning. They're gen AI systems that help models and agents learn internal representations of real-world environments. Today, we invite you to take a look at 12 standout examples: 1. WorldVLA → https://huggingface.co/papers/2506.21539 This autoregressive world model integrates action prediction and visual world modeling in a single framework, allowing each to enhance the other. It introduces an attention masking strategy to reduce action prediction errors 2. SimuRA → https://arxiv.org/abs/2507.23773 A generalized world model that uses a language-based world model to simulate and plan actions before execution, enabling more general and flexible reasoning 3. PAN (Physical, Agentic, and Nested) world models → https://huggingface.co/papers/2507.05169 Has a hybrid architecture that combines discrete concept-based reasoning (via LLMs) with continuous perceptual simulation (via diffusion models), enabling rich multi-level, multimodal understanding and prediction 4. MineWorld by Microsoft Research → https://huggingface.co/papers/2504.08388 Enables real-time, interactive world modeling in Minecraft by combining visual and action tokenization within an autoregressive Transformer. It uses parallel decoding for fast scene generation (4–7 FPS) 5. WorldMem → https://huggingface.co/papers/2504.12369 Uses a memory bank with attention over time-stamped frames and states to maintain long-term and 3D spatial consistency in scene generation. So it reconstruct past scenes and simulate dynamic world changes across large temporal gaps Read further below ⬇️ If you like this, also subscribe to the Turing post: https://www.turingpost.com/subscribe Plus explore this article for a comprehensive overview of the history and current evolution of world models: https://www.turingpost.com/p/topic-35-what-are-world-models
liked a dataset 13 days ago
lmms-lab/video-tt
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