Author

Jie Li

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Preprint Aug 2026

Generalization over Memorization: Generalization-Aware Diffusion Adaptation for Single-Image Multi-View Synthesis

We present the winning solution to the ACM Multimedia 2026 Grand Challenge on Single-Image Guided Multi-Angle Image Synthesis. It ranks first among 293 registered teams; 56 teams obtained at least one scored submission on the public Phase-A leaderboard. With only 40 training scenes, the challenge requires 26 target vie...

Jie Li, Xingchen Zou, Yuxuan Liang · 0 citations

#artificial intelligence Review Aug 2026

CineForge: Self-Improving Agents for Long-Horizon Video Generation

CineForge is introduced, a self-evolving video-production agent framework that couples CineForge-Produce for video generation with CineForge-Evolve for cross-story policy evolution, and CineForge-Evolve applies Case-to-Pattern-to-Policy Evolution to review trajectory evidence, consolidate recurrent findings into bounde...

Jun-Xiang Liu, Lin Wang, Haitian Shi et al. · 0 citations