1 code implementation • 3 Jul 2024 • Guojun Wu, Shay B. Cohen, Rico Sennrich
We introduce a dataset comprising commercial machine translations, gathered weekly over six years across 12 translation directions.
1 code implementation • 19 Oct 2023 • Guojun Wu
Most multilingual vision-and-language (V&L) research aims to accomplish multilingual and multimodal capabilities within one model.
no code implementations • 19 Nov 2022 • Guojun Wu, Luoshan Xu
It is proved that the family of CF-closed sets in a CF-approximation space endowed with set-inclusion order is a continuous domain and that every continuous domain is isomorphic to the family of CF-closed sets of some CF-approximation space endowed with set-inclusion order.
no code implementations • NeurIPS 2021 • Ziming Zhang, Yun Yue, Guojun Wu, Yanhua Li, Haichong Zhang
In this paper we consider the training stability of recurrent neural networks (RNNs) and propose a family of RNNs, namely SBO-RNN, that can be formulated using stochastic bilevel optimization (SBO).
no code implementations • 29 Sep 2021 • Guojun Wu, Yun Yue, Yanhua Li, Ziming Zhang
Lightweight neural networks refer to deep networks with small numbers of parameters, which are allowed to be implemented in resource-limited hardware such as embedded systems.
no code implementations • 13 Jul 2021 • Guojun Wu
After training, class similarity is sensible over the multi-class datasets, especially in the fine-grained one.
no code implementations • 11 Jul 2019 • Guojun Wu, Yanhua Li, Zhenming Liu, Jie Bao, Yu Zheng, Jieping Ye, Jun Luo
In this paper, we define and investigate a general reward trans-formation problem (namely, reward advancement): Recovering the range of additional reward functions that transform the agent's policy from original policy to a predefined target policy under MCE principle.