Yusong Deng — accepted AI-conference papers

2025

Closed-form Solutions: A New Perspective on Solving Differential Equations

Shu Wei, Yanjie Li, Lina Yu, Weijun Li, Min Wu, Linjun Sun +5

ICML 2025poster

The quest for analytical solutions to differential equations has traditionally been constrained by the need for extensive mathematical expertise. Machine learning methods like genetic algorithms have shown promise in this domain, but are hindered by significant computational time and the complexity…

Cited by 0 Source ↗PDF ↗Scholar ↗

2025

MetaSymNet: A Tree-like Symbol Network with Adaptive Architecture and Activation Functions

Yanjie Li, Weijun Li, Lina Yu, Min Wu, Jingyi Liu, Shu Wei +2

AAAI 2025technical

Mathematical formulas are the language of communication between humans and nature. Discovering latent formulas from observed data is an important challenge in artificial intelligence, commonly known as symbolic regression(SR). The current mainstream SR algorithms regard SR as a combinatorial optimiz…

Cited by 0 Source ↗PDF ↗code ↗Scholar ↗