Yao, Jiachen

1. PINNacle: A Comprehensive Benchmark of Physics-Informed Neural Networks for Solving PDEs
   2023/06/15 by Zhongkai Hao, Hao, Zhongkai, Jiachen Yao +19 · 15 citations
   Physics and Astronomy · #Model Reduction and Neural Networks
2. Backdooring Vision-Language Models with Out-Of-Distribution Data
   2024/10/02 by Weimin Lyu, Jiachen Yao, Lyu, Weimin +15 · 4 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Semantic Web and Ontologies
3. Learning to Segment from Noisy Annotations: A Spatial Correction Approach
   2023/07/21 by Yao, Jiachen, Zhang, Yikai, Zheng, Songzhu +3 · 2 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
4. Guided Diffusion Sampling on Function Spaces with Applications to PDEs
   2025/05/22 by Yao, Jiachen, Mammadov, Abbas, Berner, Julius +4 · 5 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA)
5. On the Convergence of Optimizing Persistent-Homology-Based Losses
   2022/06/06 by Zhang, Yikai, Yao, Jiachen, Wang, Yusu +1 · 1 citation
   #Computational Geometry (cs.CG) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. MultiAdam: Parameter-wise Scale-invariant Optimizer for Multiscale Training of Physics-informed Neural Networks
   2023/06/05 by Jiachen Yao, Yao, Jiachen, Chang Su +9 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Advanced Electron Microscopy Techniques and Applications #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Analysis (math.NA)
7. EquiReg: Equivariance Regularized Diffusion for Inverse Problems
   2025/05/29 by Bahareh Tolooshams, Tolooshams, Bahareh, Aditi Chandrashekar +11 · 1 voice · 2 citations
   Computer Science · Mathematics · Medicine · #Advanced Neuroimaging Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Markov Chains and Monte Carlo Methods #Numerical methods in inverse problems #cs.AI #cs.LG