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20212026
most citedPingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Literature Parsing Task B: Table Recognition to HTML

32 citations · 39 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG2026

Delving into Muon and Beyond: Deep Analysis and Extensions

Xianbiao Qi, Marco Chen, Jiaquan Ye +2

The Muon optimizer has recently attracted considerable attention for its strong empirical performance and use of orthogonalized updates on matrix-shaped parameters, yet its underly…

cs.LG2026

SimpleGPT: Improving GPT via A Simple Normalization Strategy

Marco Chen, Xianbiao Qi, Yelin He +2

In this work, we revisit Transformer optimization through the lens of second-order geometry and establish a direct connection between architectural design, activation scale, the He…

cs.LG2025

DNT: a Deeply Normalized Transformer that can be trained by Momentum SGD

Xianbiao Qi, Marco Chen, Wenjie Xiao +4

Transformers have become the de facto backbone of modern deep learning, yet their training typically demands an advanced optimizer with adaptive learning rate like AdamW, rather th…

cs.LG2025

Taming Transformer Without Using Learning Rate Warmup

Xianbiao Qi, Yelin He, Jiaquan Ye +5

Scaling Transformer to a large scale without using some technical tricks such as learning rate warump and using an obviously lower learning rate is an extremely challenging task, a…

cs.CV2021★ 32 cited

PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Literature Parsing Task B: Table Recognition to HTML

Jiaquan Ye, Xianbiao Qi, Yelin He +4

This paper presents our solution for ICDAR 2021 competition on scientific literature parsing taskB: table recognition to HTML. In our method, we divide the table content recognitio…

cs.CV2021★ 7 cited

PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Table Image Recognition to Latex

Yelin He, Xianbiao Qi, Jiaquan Ye +5

This paper presents our solution for the ICDAR 2021 Competition on Scientific Table Image Recognition to LaTeX. This competition has two sub-tasks: Table Structure Reconstruction (…