Search Results for author: Tong Xie

Found 6 papers, 1 papers with code

Construction of Functional Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model

no code implementations3 Apr 2024 Yanpeng Ye, Jie Ren, Shaozhou Wang, Yuwei Wan, Imran Razzak, Tong Xie, Wenjie Zhang

The convergence of materials science and artificial intelligence has unlocked new opportunities for gathering, analyzing, and generating novel materials sourced from extensive scientific literature.

Language Modelling Large Language Model

ASCEND: Accurate yet Efficient End-to-End Stochastic Computing Acceleration of Vision Transformer

no code implementations20 Feb 2024 Tong Xie, Yixuan Hu, Renjie Wei, Meng Li, YuAn Wang, Runsheng Wang, Ru Huang

To overcome the compatibility challenges, ASCEND proposes a novel deterministic SC block for GELU and leverages an SC-friendly iterative approximate algorithm to design an accurate and efficient softmax circuit.

Data Attribution for Diffusion Models: Timestep-induced Bias in Influence Estimation

no code implementations17 Jan 2024 Tong Xie, Haoyu Li, Andrew Bai, Cho-Jui Hsieh

Data attribution methods trace model behavior back to its training dataset, offering an effective approach to better understand ''black-box'' neural networks.

Retrieval

DARWIN Series: Domain Specific Large Language Models for Natural Science

2 code implementations25 Aug 2023 Tong Xie, Yuwei Wan, Wei Huang, Zhenyu Yin, Yixuan Liu, Shaozhou Wang, Qingyuan Linghu, Chunyu Kit, Clara Grazian, Wenjie Zhang, Imran Razzak, Bram Hoex

To add new capabilities in natural science, enabling the acceleration and enrichment of automation of the discovery process, we present DARWIN, a series of tailored LLMs for natural science, mainly in physics, chemistry, and material science.

Knowledge Graphs

Large Language Models as Master Key: Unlocking the Secrets of Materials Science with GPT

no code implementations5 Apr 2023 Tong Xie, Yuwei Wan, Wei Huang, Yufei Zhou, Yixuan Liu, Qingyuan Linghu, Shaozhou Wang, Chunyu Kit, Clara Grazian, Wenjie Zhang, Bram Hoex

The amount of data has growing significance in exploring cutting-edge materials and a number of datasets have been generated either by hand or automated approaches.

feature selection Language Modelling

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