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  "text": "📚 AI Native Daily Paper Digest - 2025-12-08🌟\n\nFollow @AINativeF for the latest insights on AI Native.\n\nCovering AI research papers from Hugging Face, featured in the image.\n\n💡 Stay updated with the latest research trends and dive deep into the future of AI! 🚀  \n\n#AI #HuggingFace #AIPaper #AINative #AINF\n— Appendix: Today's AI research papers —\n\n1. TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows\n\n2. EditThinker: Unlocking Iterative Reasoning for Any Image Editor\n\n3. From Imitation to Discrimination: Toward A Generalized Curriculum Advantage Mechanism Enhancing Cross-Domain Reasoning Tasks\n\n4. EMMA: Efficient Multimodal Understanding, Generation, and Editing with a Unified Architecture\n\n5. PaCo-RL: Advancing Reinforcement Learning for Consistent Image Generation with Pairwise Reward Modeling\n\n6. Entropy Ratio Clipping as a Soft Global Constraint for Stable Reinforcement Learning\n\n7. SCAIL: Towards Studio-Grade Character Animation via In-Context Learning of 3D-Consistent Pose Representations\n\n8. Joint 3D Geometry Reconstruction and Motion Generation for 4D Synthesis from a Single Image\n\n9. COOPER: A Unified Model for Cooperative Perception and Reasoning in Spatial Intelligence\n\n10. RealGen: Photorealistic Text-to-Image Generation via Detector-Guided Rewards\n\n11. ReVSeg: Incentivizing the Reasoning Chain for Video Segmentation with Reinforcement Learning\n\n12. SpaceControl: Introducing Test-Time Spatial Control to 3D Generative Modeling\n\n13. World Models That Know When They Don't Know: Controllable Video Generation with Calibrated Uncertainty",
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