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Yizhou Liu

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• Inverse Depth Scaling From Most Layers Being Similar
• Universal One-third Time Scaling in Learning Peaked Distributions
• Beyond Pixel Simulation: Pathology Image Generation via Diagnostic Semantic Tokens and Prototype Control
• FysicsWorld: A Unified Full-Modality Benchmark for Any-to-Any Understanding, Generation, and Reasoning