no code implementations • 24 May 2024 • Mingqing Wang, Zhiwei Nie, Yonghong He, Zhixiang Ren
Protein function prediction is currently achieved by encoding its sequence or structure, where the sequence-to-function transcendence and high-quality structural data scarcity lead to obvious performance bottlenecks.
1 code implementation • 15 Apr 2024 • PengFei Liu, Jun Tao, Zhixiang Ren
The task of chemical reaction predictions (CRPs) plays a pivotal role in advancing drug discovery and material science.
Ranked #1 on Chemical Reaction Prediction on Mol-Instruction
no code implementations • 11 Feb 2024 • Taojie Kuang, PengFei Liu, Zhixiang Ren
We discover that integrating molecular information significantly improves molecular property prediction (MPP) for both regression and classification tasks.
1 code implementation • 6 Feb 2024 • PengFei Liu, Jun Tao, Zhixiang Ren
Efficient molecular modeling and design are crucial for the discovery and exploration of novel molecules, and the incorporation of deep learning methods has revolutionized this field.
no code implementations • 31 Oct 2023 • Ruijun Shi, Yue Zhou, Tianyu Zhao, Zhoujian Cao, Zhixiang Ren
Space-based gravitational wave (GW) detection is one of the most anticipated GW detection projects in the next decade, which promises to detect abundant compact binary systems.
no code implementations • 28 Sep 2023 • Taojie Kuang, Yiming Ren, Zhixiang Ren
Molecular property prediction, crucial for early drug candidate screening and optimization, has seen advancements with deep learning-based methods.
no code implementations • 31 Aug 2023 • Tianyu Zhao, Yue Zhou, Ruijun Shi, Zhoujian Cao, Zhixiang Ren
The detection of Extreme Mass Ratio Inspirals (EMRIs) is intricate due to their complex waveforms, extended duration, and low signal-to-noise ratio (SNR), making them more challenging to be identified compared to compact binary coalescences.
1 code implementation • 14 Aug 2023 • PengFei Liu, Yiming Ren, Jun Tao, Zhixiang Ren
Large language models have made significant strides in natural language processing, enabling innovative applications in molecular science by processing textual representations of molecules.
Ranked #1 on Image Captioning on ChEBI-20
1 code implementation • 22 Sep 2022 • Marlin B. Schäfer, Ondřej Zelenka, Alexander H. Nitz, He Wang, Shichao Wu, Zong-Kuan Guo, Zhoujian Cao, Zhixiang Ren, Paraskevi Nousi, Nikolaos Stergioulas, Panagiotis Iosif, Alexandra E. Koloniari, Anastasios Tefas, Nikolaos Passalis, Francesco Salemi, Gabriele Vedovato, Sergey Klimenko, Tanmaya Mishra, Bernd Brügmann, Elena Cuoco, E. A. Huerta, Chris Messenger, Frank Ohme
The final of the 4 provided datasets contained real noise from the O3a observing run and signals up to a duration of 20 seconds with the inclusion of precession effects and higher order modes.
1 code implementation • 15 Jul 2022 • Tianyu Zhao, Ruoxi Lyu, He Wang, Zhoujian Cao, Zhixiang Ren
Space-based gravitational wave (GW) detectors will be able to observe signals from sources that are otherwise nearly impossible from current ground-based detection.
1 code implementation • 17 Aug 2020 • Zhixiang Ren, Yongheng Liu, Tianhui Shi, Lei Xie, Yue Zhou, Jidong Zhai, Youhui Zhang, Yunquan Zhang, WenGuang Chen
The de facto HPC benchmark LINPACK can not reflect AI computing power and I/O performance without representative workload.