1 code implementation • 22 May 2024 • Ming Li, Pei Chen, Chenguang Wang, Hongyu Zhao, Yijun Liang, Yupeng Hou, Fuxiao Liu, Tianyi Zhou
Finetuning large language models with a variety of instruction-response pairs has enhanced their capability to understand and follow instructions.
1 code implementation • 1 Feb 2024 • Ming Li, Yong Zhang, Shwai He, Zhitao Li, Hongyu Zhao, Jianzong Wang, Ning Cheng, Tianyi Zhou
Data filtering for instruction tuning has proved important in improving both the efficiency and performance of the tuning process.
no code implementations • 28 Jan 2024 • Hongyu Zhao, Zezhi Tang, Zhenhong Li, Yi Dong, Yuancheng Si, Mingyang Lu, George Panoutsos
The optimisation of crop harvesting processes for commonly cultivated crops is of great importance in the aim of agricultural industrialisation.
no code implementations • 8 Oct 2023 • Hongyu Zhao, Gongming Wei, Yang Xiao, Xianglei Xing
The low frame rates and severe image shake caused by wave turbulence in ship datasets often result in minimal, or even zero, Intersection of Union (IoU) between the predicted and detected bounding boxes.
1 code implementation • NeurIPS 2023 • Tianyu Liu, Yuge Wang, Rex Ying, Hongyu Zhao
Discovering genes with similar functions across diverse biomedical contexts poses a significant challenge in gene representation learning due to data heterogeneity.
1 code implementation • 10 Aug 2023 • Siqiao Xue, Fan Zhou, Yi Xu, Ming Jin, Qingsong Wen, Hongyan Hao, Qingyang Dai, Caigao Jiang, Hongyu Zhao, Shuo Xie, Jianshan He, James Zhang, Hongyuan Mei
We present WeaverBird, an intelligent dialogue system designed specifically for the finance domain.
2 code implementations • 28 Mar 2023 • Hongyu Zhao, Kangrui Wang, Mo Yu, Hongyuan Mei
In this paper, we propose LEAP, a novel system that uses language models to perform multi-step logical reasoning and incorporates explicit planning into the inference procedure.
no code implementations • 22 Feb 2023 • Jingfei Zhang, Hongyu Zhao
An expression quantitative trait locus (eQTL) is a chromosomal region where genetic variants are associated with the expression levels of certain genes that can be both nearby or distant.
1 code implementation • 7 Dec 2022 • Jiasheng Gu, Hongyu Zhao, Hanzi Xu, Liangyu Nie, Hongyuan Mei, Wenpeng Yin
To our knowledge, this is the first work that systematically studies how robust a PLM is when it is supervised by instructions with different factors of variability.
no code implementations • 18 Oct 2022 • Hongyu Zhao, Hao Tan, Hongyuan Mei
Our tiny-attention adapter learns to modify the hidden states at each position directly conditioned on the hidden states at all the other positions, which is missed by the previously proposed adapters.
1 code implementation • 26 Aug 2020 • Li Zeng, Zhaolong Yu, Yiliang Zhang, Hongyu Zhao
Predictive modeling based on genomic data has gained popularity in biomedical research and clinical practice by allowing researchers and clinicians to identify biomarkers and tailor treatment decisions more efficiently.
no code implementations • 18 Jul 2020 • Zhongruo Wang, Bingyuan Liu, Shixiang Chen, Shiqian Ma, Lingzhou Xue, Hongyu Zhao
This paper considers a widely adopted model for SSC, which can be formulated as an optimization problem over the Stiefel manifold with nonsmooth and nonconvex objective.
1 code implementation • ICML 2020 • Xiaochen Wang, Arash Pakbin, Bobak J. Mortazavi, Hongyu Zhao, Donald K. K. Lee
BoXHED 1. 0 is a novel tree-based implementation of the generic estimator proposed in Lee, Chen, Ishwaran (2017), which was designed for handling time-dependent covariates in a fully nonparametric manner.
1 code implementation • 11 Mar 2018 • Li Zeng, Zhaolong Yu, Hongyu Zhao
Most of the methods focus on testing marginal significance of the associations between pathways and clinical phenotypes.
1 code implementation • 24 Feb 2017 • Tianqi Liu, Ming Yuan, Hongyu Zhao
An application of our method to a spatiotemporal brain expression data provides insights on gene regulation patterns in the brain.
Methodology
no code implementations • 15 Jan 2014 • Xiaowei Zhou, Can Yang, Hongyu Zhao, Weichuan Yu
In this paper, we review the recent advance of low-rank modeling, the state-of-the-art algorithms, and related applications in image analysis.
no code implementations • 31 Jul 2013 • Mengjie Chen, Chao GAO, Hongyu Zhao
The Indian buffet process (IBP) is such an example that can be used to define a prior distribution on infinite binary features, where the exchangeability among subjects is assumed.