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Wenqiang Li
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Transformer-based model for symbolic regression via joint supervised learning
W Li, W Li, L Sun, M Wu, L Yu, J Liu, Y Li, S Tian
International Conference on Learning Representations (ICLR), 2023, 2023
212023
Discovering mathematical formulas from data via gpt-guided monte carlo tree search
Y Li, W Li, L Yu, M Wu, J Liu, W Li, M Hao, S Wei, Y Deng
arXiv preprint arXiv:2401.14424, 2024
82024
SNR: Symbolic network-based rectifiable learning framework for symbolic regression
J Liu, W Li, L Yu, M Wu, L Sun, W Li, Y Li
Neural Networks 165, 1021-1034, 2023
72023
Discovering Mathematical Expressions Through DeepSymNet: A Classification-Based Symbolic Regression Framework
M Wu, W Li, L Yu, L Sun, J Liu, W Li
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023, 2023
42023
Metasymnet: A dynamic symbolic regression network capable of evolving into arbitrary formulations
Y Li, W Li, L Yu, M Wu, J Liu, W Li, M Hao, S Wei, Y Deng
arXiv preprint arXiv:2311.07326, 2023
42023
MMSR: Symbolic regression is a multi-modal information fusion task
Y Li, J Liu, M Wu, L Yu, W Li, X Ning, W Li, M Hao, Y Deng, S Wei
Information Fusion 114, 102681, 2025
3*2025
DoctorGPT: A Large Language Model with Chinese Medical Question-Answering Capabilities
W Li, L Yu, M Wu, J Liu, M Hao, Y Li
2023 International Conference on High Performance Big Data and Intelligent …, 2023
22023
A novel paradigm for neural computation: X-net with learnable neurons and adaptable structure
Y Li, W Li, L Yu, M Wu, J Liu, W Li, M Hao, S Wei, Y Deng, L Zhang, ...
arXiv preprint arXiv:2401.01772, 2024
12024
Artificial Neural Network-Based Approach to Modeling Energy Bands of GaN-Based Heterojunction Materials
M Hao, S Wei, L Yu, W Li, M Wu, J Liu, W Li, Y Li
2023 International Conference on High Performance Big Data and Intelligent …, 2023
12023
DN-CL: Deep Symbolic Regression against Noise via Contrastive Learning
J Liu, Y Li, L Yu, M Wu, W Li, W Li, M Hao, Y Deng, S Wei
arXiv preprint arXiv:2406.14844, 2024
2024
MLLM-SR: Conversational Symbolic Regression base Multi-Modal Large Language Models
Y Li, W Li, L Yu, M Wu, J Liu, W Li, S Wei, Y Deng
arXiv preprint arXiv:2406.05410, 2024
2024
Closed-form Symbolic Solutions: A New Perspective on Solving Partial Differential Equations
S Wei, Y Li, L Yu, M Wu, W Li, M Hao, W Li, J Liu, Y Deng
arXiv preprint arXiv:2405.14620, 2024
2024
Generative Pre-Trained Transformer for Symbolic Regression Base In-Context Reinforcement Learning
Y Li, W Li, L Yu, M Wu, J Liu, W Li, M Hao, S Wei, Y Deng
arXiv preprint arXiv:2404.06330, 2024
2024
PruneSymNet: A Symbolic Neural Network and Pruning Algorithm for Symbolic Regression
M Wu, W Li, L Yu, W Li, J Liu, Y Li, M Hao
arXiv preprint arXiv:2401.15103, 2024
2024
A Neural-Guided Dynamic Symbolic Network for Exploring Mathematical Expressions from Data
W Li, W Li, L Yu, M Wu, J Liu, Y Li
International Conference on Machine Learning (ICML), 2024, 2024
2024
Camo: Capturing the Modularity by End-to-End Models for Symbolic Regression
J Liu, M Wu, L Yu, W Li, W Li, Y Li, M Hao, Y Deng, S Wei
Available at SSRN 4803366, 0
Incorporating Higher-Knowledge into Deep Symbolic Regression Under Generative Neural Network Framework
J Liu, W Li, L Yu, M Wu, W Li, Y Li, M Hao
Available at SSRN 4691040, 0
Rec-Symnet: Symbolic Network-Based Rectifiable Learning Framework for Symbolic Regression
J Liu, W Li, L Yu, M Wu, L Sun, W Li, Y Li
Available at SSRN 4404882, 0
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