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This tweet explains LingBot-World-Infinity, an open-weight video generation model that uses a training technique to recover from errors, enabling coherent hour-long videos across multiple scenes.
Robust-U1 is a framework that enables multimodal large language models (MLLMs) to self-recover corrupted visual content using supervised fine-tuning, reinforcement learning with dual rewards, and joint multimodal reasoning, achieving state-of-the-art robustness on corruption benchmarks.