Beyond Distribution Matching

Self-Supervised Representation Forcing for Few-Step Video Generation

NeurIPS 2026

Junyi Chen^1,*, Haiyu Zhang², Zhoujie Fu³, Tengfei Wang^2,†, Chunchao Guo²

¹Shanghai Jiao Tong University, ²Hunyuan, Tencent, ³Nanyang Technological University

^*Work done during an internship at Hunyuan, Tencent. ^†Corresponding author.

Paper GitHub

Comparison with 5 Methods

Each column corresponds to one method, and each row corresponds to one example.

Wan

CausVid

SF

CausalForcing

Ours

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Comparison with 3 Methods

Each column corresponds to one method, and each row corresponds to one example.

HunyuanVideo

DMD2

Ours

☕

BibTeX

@inproceedings{chen2026beyond,
    title={Beyond Distribution Matching: Self-Supervised Flow Forcing for Few-Step Video Generation},
    author={Chen, Junyi and Zhang, Haiyu and Fu, Zhoujie and Wang, Tengfei and Guo, Chunchao},
    booktitle={Advances in Neural Information Processing Systems (NeurIPS)},
    year={2026}
}