Author

Qiaoling Chen

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Preprint Oct 2026

Hy-Nomas: Towards Free-form Interactive World Generation

Interactive world generation requires models to follow successive commands while preserving relevant history and action consequences. We present Hy-Nomas, a video world model with an 8B diffusion backbone that supports free-form text instructions and continuous camera control across multiple interaction turns. It gener...

Qiao-Ling Chen, Jia-Xiang Cheng, Xue-Qing Deng et al. · 0 citations

Book Open access Jul 2026

SPPO: Making Million-Token LLM Training Practical on Modest GPU Clusters

Adaptive Sequence Pipeline Parallel Offloading (SPPO) is proposed, a novel framework that optimizes memory and computational resource efficiency for long-sequence LLM training and develops an adaptive pipeline scheduling approach with a heuristic solver and multiplexed sequence partitioning to improve computational res...

Qiaoling Chen, Shenggui Li, Wei Gao et al. · International Conference on... · 0 citations