Author

Yongsheng Liang

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Sep 2026

DA-Lion: Efficient Neural Video Representation via Direction-Aware Optimization

Implicit neural video representation (NVR) encodes a video as the parameters of an overfitted neural network, where training and testing data are identical and the objective is instance-specific signal fitting. In this deterministic regime, optimization dynamics directly determine reconstruction quality under a fixed b...

Qing-Yu Mao, Jia-Cong Chen, Shuai Liu et al. · 0 citations

Open access Aug 2026

A Generalized Slimmable INR Framework for Scalable Video Coding

Implicit neural representations (INRs) encode video frames as network weights, offering a new compression paradigm. A persistent limitation is that existing INR codecs train one model per target bitrate, so multi-rate deployment needs separate runs, separate checkpoints, and model reloading, costs that grow with the nu...

Qingyu Mao, Jiacong Chen, Shuai Liu et al. · Electronics · 0 citations