Search Results for author: Jinlong Liu

Found 4 papers, 1 papers with code

Accelerating Large Batch Training via Gradient Signal to Noise Ratio (GSNR)

no code implementations24 Sep 2023 Guo-qing Jiang, Jinlong Liu, Zixiang Ding, Lin Guo, Wei Lin

As models for nature language processing (NLP), computer vision (CV) and recommendation systems (RS) require surging computation, a large number of GPUs/TPUs are paralleled as a large batch (LB) to improve training throughput.

Recommendation Systems

Transforming the Latent Space of StyleGAN for Real Face Editing

1 code implementation29 May 2021 Heyi Li, Jinlong Liu, Xinyu Zhang, Yunzhi Bai, Huayan Wang, Klaus Mueller

But more importantly, the proposed $W$++ space achieves superior performance in both reconstruction quality and editing quality.

Investigating Label Bias in Beam Search for Open-ended Text Generation

no code implementations22 May 2020 Liang Wang, Jinlong Liu, Jingming Liu

However, in open-ended text generation, beam search is often found to produce repetitive and generic texts, sampling-based decoding algorithms like top-k sampling and nucleus sampling are more preferred.

Response Generation Text Generation

Understanding Why Neural Networks Generalize Well Through GSNR of Parameters

no code implementations ICLR 2020 Jinlong Liu, Guoqing Jiang, Yunzhi Bai, Ting Chen, Huayan Wang

As deep neural networks (DNNs) achieve tremendous success across many application domains, researchers tried to explore in many aspects on why they generalize well.

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