no code implementations • 16 Jul 2024 • Lei Ren, Haiteng Wang, Yuanjun Laili
However, due to data collection difficulty and privacy concerns, available data for building industrial intelligence and industrial large models is far from sufficient.
no code implementations • 16 Jul 2024 • Lei Ren, Haiteng Wang, Yang Tang, Chunhua Yang
In this paper, we present a comprehensive overview of generative models for industrial time series from deep generative models (DGMs) to large generative models (LGMs).
no code implementations • 4 Mar 2024 • Bardia Yousefi, Mélina Khansari, Ryan Trask, Patrick Tallon, Carina Carino, Arman Afrasiyabi, Vikas Kundra, Lan Ma, Lei Ren, Keyvan Farahani, Michelle Hershman
Multiple imaging datasets overall of 72, 236 cases, 70, 000 MINST data, 1596 from multiple Chest-XRay pneumonia datasets, and three NSCLC CT/PET datasets with a total of 640 lung cancer patients, were used to benchmark and validate PR-Isomap.
no code implementations • 12 Feb 2024 • Mahtab Darvish, Ryan Trask, Patrick Tallon, Mélina Khansari, Lei Ren, Michelle Hershman, Bardia Yousefi
Lung cancer is the primary cause of cancer-related mortality, claiming approximately 1. 79 million lives globally in 2020, with an estimated 2. 21 million new cases diagnosed within the same period.
no code implementations • 10 Oct 2022 • Fang Ma, Chen Zhang, Lei Ren, Jingang Wang, Qifan Wang, Wei Wu, Xiaojun Quan, Dawei Song
Prompt tuning learns soft prompts to condition frozen Pre-trained Language Models (PLMs) for performing downstream tasks in a parameter-efficient manner.
1 code implementation • COLING 2022 • Chen Zhang, Lei Ren, Fang Ma, Jingang Wang, Wei Wu, Dawei Song
Thus, a natural question arises: Is structural bias still a necessity in the context of PLMs?
1 code implementation • 11 May 2022 • Chen Zhang, Lei Ren, Jingang Wang, Wei Wu, Dawei Song
Prompt-tuning has shown appealing performance in few-shot classification by virtue of its capability in effectively exploiting pre-trained knowledge.
1 code implementation • NAACL 2021 • Jiahao Bu, Lei Ren, Shuang Zheng, Yang Yang, Jingang Wang, Fuzheng Zhang, Wei Wu
Aspect category sentiment analysis (ACSA) and review rating prediction (RP) are two essential tasks to detect the fine-to-coarse sentiment polarities.
1 code implementation • 27 Oct 2016 • Abhishek Kumar Dubey, Alexandros-Stavros Iliopoulos, Xiaobai Sun, Fang-Fang Yin, Lei Ren
Conclusion: Our analysis captures properties of DVF data associated with clinical CT images, and provides new understanding of iterative DVF inversion algorithms with a simple residual feedback control.