Author

Ping Luo

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#artificial intelligence Preprint Sep 2026

Sol-H3: Recursive Self-Improvement for MiniMax-H3 Inference Acceleration on Sol-Engine across Cloud and Edge

Video diffusion models are rapidly scaling and exhibiting enhanced generation capabilities. Among these recent advancements, MiniMax-H3 stands out as a highly capable, production-level open-source model. However, its 33-billion parameters and multi-step iterative denoising process introduce substantial computational ov...

Yi-Tong Li, Jin-Cheng Yu, Jun-Song Chen et al. · 0 citations

#artificial intelligence Preprint Sep 2026

SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness

This work takes an RSI-inspired approach at the harness layer, scaling auto-research loops across increasingly numerous and diverse environments for harness rollouts, and yields reusable improvements that transfer beyond their development setting.

Hao-Zhe Liu, Tian Ye, Sen-Sen Gao et al. · 4 citations

Jul 2026

SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation

This work introduces SANA-Video 2.0, a hybrid video diffusion transformer instantiated at 5B and 14B scales under a unified architecture that recovers softmax-level expressiveness at substantially reduced cost, unlocking scalable long, high resolution video generation.

Junsong Chen, Jincheng Yu, Yitong Li et al. · arXiv.org · 1 citation · ⚡1