DM
Deyu Meng
cs.CVcs.LGeess.IVstat.MLcs.AIAlgorithmsImage Processing, Computer-Assistedmath.STNeural Networks, Computerstat.TH
On Valency
published · living versionsW_4vx4pa2g·v1 · currentpublished
HotPOT: Operator Transformer with Heterogeneous Physics Experts for Large-Scale PDE Pre-training
with Jiayi Li, Guancheng Zhou, Yisi Luo, Ruihua Chen +3
1 version
W_74egkd7x·v1published
W_a6zjp4vk·v1published
W_nh74tr6a·v1published
Preprints & journals
272 papers in the corpus · 2008–2026FisherEdit: Fisher Information Guided Knowledge Editing for Large Language Models2610.25914v1 · Yizhou Yang, Jiahong Fu, Zhiwu Wang et al.2026 · 0 citationsarXivon Valency
Multi-Stage NeRF for Efficient 3D Coronary Artery Reconstruction from Two Narrow-Angle Angiographic Projections2609.15550v1 · Deyu Meng, Mojtaba Lashgari, Yiying Wang et al.2026 · 0 citationsarXiv
Pre-Trained Low-Rank Tensor Decomposition for Multi-Dimensional Image Recovery2609.12843v1 · Bing-Zhang Fu, Zhi-Long Han, Ting-Zhu Huang et al.2026 · 0 citationsarXivon Valency
Making Every Step Count: Spatio-Temporal Information Allocation for Imaging Inverse Problems2608.11747v1 · Yi Cao, Xiangyong Cao, Pei Liu et al.2026 · 0 citationsarXiv
SC-Diff: Semantically Calibrated Diffusion for Visible-to-Infrared Image Translation2608.08555v1 · Junyin Zhang, Siyu Huang, Jianxiong Ye et al.2026 · 0 citationsarXiv
Dual-CBA: Improving Online Continual Learning via Dual Continual Bias Adaptors From a Bi-level Optimization Perspective.41824333 · Wang, Quanziang, Wang, Renzhen, Wu, Yichen et al.2026 · 0 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;48(8):8764-8780
Cross-Frequency Implicit Neural Representation With Self-Evolving Parameters.41921153 · Yu, Chang, Luo, Yisi, Ye, Kai et al.2026 · 0 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;48(8):9467-9485
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning.41931442 · Shu, Jun, Yuan, Xiang, Meng, Deyu et al.2026 · 1 citationIEEE transactions on pattern analysis and machine intelligence. 2026;48(8):9642-9658
Label Hierarchy Transition: Delving Into Class Hierarchies to Enhance Deep Classifiers.41979961 · Wang, Renzhen, Cai, De, Xiao, Kaiwen et al.2026 · 1 citationIEEE transactions on pattern analysis and machine intelligence. 2026;48(8):10112-10128
Harnessing the Potential of Optimizing Data Mixtures via Bayesian Domain Reweighting2607.27928v1 · Xiang Yuan, Kaiqing Lei, Zhenyu Jin et al.2026 · 0 citationsarXiv
Sharper Analysis of Single-Loop Methods for Bilevel Optimization2607.10263v1 · Yubo Zhou, Jun Shu, Luo Luo et al.2026 · 0 citationsarXiv
ReUnit: Multi-Granularity Visual Unitization for Long Video Understanding2606.12125v2 · Biao Tang, Xu Chen, Shuxiang Gou et al.2026 · 0 citationsarXiv
A Refreshed Similarity-Based Upsampler for Direct High-Ratio Feature Upsampling.41343332 · Zhou, Minghao, Wang, Hong, Zheng, Yefeng et al.2026 · 4 citationsIEEE transactions on neural networks and learning systems. 2026;37(6):2700-2714
A Distributional View for Visual Mechanistic Interpretability: KL-Minimal Soft-Constraint Principle2605.17504v1 · Guancheng Zhou, Yisi Luo, Zhengfu He et al.2026 · 0 citationsarXiv
QMSANet: A quaternion multi-scale attention network for robust color image denoising.42176671 · Liu, Yi, Xie, Qi, Guo, Yu et al.2026 · 0 citationsNeural networks : the official journal of the International Neural Network Society. 2026;203:109091
Deciphering Neural Reparameterized Full-Waveform Inversion with Neural Sensitivity Kernel and Wave Tangent Kernel2605.14370v1 · Ruihua Chen, Yisi Luo, Bangyu Wu et al.2026 · 0 citationsarXiv
HIR-ALIGN: Enhancing Hyperspectral Image Restoration via Diffusion-Based Data Generation2605.13581v2 · Li Pang, Heng Zhao, Yijia Zhang et al.2026 · 0 citationsarXiv
Aligning Network Equivariance with Data Symmetry: A Theoretical Framework and Adaptive Approach for Image Restoration2605.13744v1 · Feiyu Tan, Qi Xie, Zongben Xu et al.2026 · 0 citationsarXiv
AI-Powered Monitoring of the Acute: Chronic Workload Ratio: Interpretable Injury Risk Prediction in Soccer Players.42099088 · Meng, Deyu, Wei, Meiqi, He, Shichun et al.2026 · 0 citationsSports health. 2026;18(4):722-730
A Limit Theory of Foundation Models: A Mathematical Approach to Understanding Emergent Intelligence and Scaling Laws2604.24037v4 · Jun Shu, Junxiong Jia, Deyu Meng et al.2026 · 0 citationsarXiv
The First Challenge on Remote Sensing Infrared Image Super-Resolution at NTIRE 2026: Benchmark Results and Method Overview2604.21312v1 · Kai Liu, Haoyang Yue, Zeli Lin et al.2026 · 0 citationsarXiv
The evolution of high-order genome architecture revealed from 1,000 species.42019492 · Che, Yizhuo, Bush, Stephen J, Lin, Hui et al.2026 · 4 citationsCell. 2026;189(12):3760-3772.e19
Image-to-Image Translation Framework Embedded with Rotation Symmetry Priors2604.12805v1 · Feiyu Tan, Heran Yang, Qihong Duan et al.2026 · 0 citationsarXiv
Unveiling the Mechanism of Continuous Representation Full-Waveform Inversion: A Wave Based Neural Tangent Kernel Framework2603.22362v1 · Ruihua Chen, Yisi Luo, Bangyu Wu et al.2026 · 0 citationsIn Proceedings of the 14th International Conference on Learning Representations (ICLR 2026), Rio de Janeiro, Brazil
Neural Uncertainty Principle: A Unified View of Adversarial Fragility and LLM Hallucination2603.19562v3 · Dong-Xiao Zhang, Hu Lou, Jun-Jie Zhang et al.2026 · 0 citationsarXiv
Layout-Guided Controllable Pathology Image Generation with In-Context Diffusion Transformers2603.13386v1 · Yuntao Shou, Xiangyong Cao, Qian Zhao et al.2026 · 0 citationsarXiv
Neural Approximation and Its Applications2603.13311v1 · Wei-Hao Wu, Ting-Zhu Huang, Xi-Le Zhao et al.2026 · 0 citationsarXiv
Tensor Decomposition Structure Search Framework from an Interaction Perspective2603.02720v2 · Ting-Wei Zhou, Xi-Le Zhao, Sheng Liu et al.2026 · 0 citationsarXiv
Understanding the Generalization of Bilevel Programming in Hyperparameter Optimization: A Tale of Bias-Variance Decomposition2602.17947v1 · Yubo Zhou, Jun Shu, Junmin Liu et al.2026 · 0 citationsarXiv
KoopGen: Koopman Generator Networks for Representing and Predicting Dynamical Systems with Continuous Spectra2602.14011v1 · Liangyu Su, Jun Shu, Rui Liu et al.2026 · 0 citationsarXiv
Vanilla Group Equivariant Vision Transformer: Simple and Effective2602.08047v1 · Jiahong Fu, Qi Xie, Deyu Meng et al.2026 · 0 citationsarXiv
Warm-start or cold-start? A comparison of generalizability in gradient-based hyperparameter tuning.41643575 · Zhou, Yubo, Shu, Jun, Tan, Chengli et al.2026 · 0 citationsNeural networks : the official journal of the International Neural Network Society. 2026;199:108647
HSIGene: A Foundation Model for Hyperspectral Image Generation.40996998 · Pang, Li, Cao, Xiangyong, Tang, Datao et al.2025 · 21 citationsIEEE transactions on pattern analysis and machine intelligence. 2026;48(1):730-746
Enhancing Underwater Light Field Images via Global Geometry-Aware Diffusion Process.42340910 · Lin, Yuji, Zhao, Qian, Yue, Zongsheng et al.2026 · 0 citationsIEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2026;35:6886-6899
SegEarth-R2: Towards Comprehensive Language-guided Segmentation for Remote Sensing Images2512.20013v1 · Zepeng Xin, Kaiyu Li, Luodi Chen et al.2025 · 0 citationsarXiv
Phase-space entropy at acquisition reflects downstream learnability2512.19223v2 · Xiu-Cheng Wang, Jun-Jie Zhanga, Nan Cheng et al.2025 · 0 citationsarXiv
Rotation Equivariant Arbitrary-Scale Image Super-Resolution.40828700 · Xie, Qi, Fu, Jiahong, Xu, Zongben et al.2025 · 3 citationsIEEE transactions on pattern analysis and machine intelligence. 2025;47(12):11382-11399
NeuMatC: A General Neural Framework for Fast Parametric Matrix Operation2511.22934v1 · Chuan Wang, Xi-le Zhao, Zhilong Han et al.2025 · 0 citationsarXiv
Designing Domain-Specific Agents via Hierarchical Task Abstraction Mechanism2511.17198v1 · Kaiyu Li, Jiayu Wang, Zhi Wang et al.2025 · 0 citationsarXiv
ZoomEarth: Active Perception for Ultra-High-Resolution Geospatial Vision-Language Tasks2511.12267v1 · Ruixun Liu, Bowen Fu, Jiayi Song et al.2025 · 0 citationsarXiv
Diffusion-Guided Mask-Consistent Paired Mixing for Endoscopic Image Segmentation2511.03219v1 · Pengyu Jie, Wanquan Liu, Rui He et al.2025 · 0 citationsarXiv
SpeGCL: Self-Supervised Graph Spectrum Contrastive Learning Without Positive Samples.40737168 · Shou, Yuntao, Cao, Xiangyong, Meng, Deyu2025 · 6 citationsIEEE transactions on neural networks and learning systems. 2025;36(11):19546-19559
Biodegradable Silicon-Based Electromagnetic Energy Harvester toward Wireless Power Supply.40928838 · Zhao, Haonan, Wu, Xiaozhong, Zhou, Junjie et al.2025 · 0 citationsACS applied materials & interfaces. 2025;17(38):53727-53734
RSF-Conv: Rotation-and-Scale Equivariant Fourier Parameterized Convolution for Retinal Vessel Segmentation.40408203 · Sun, Zihong, Wang, Hong, Xie, Qi et al.2026 · 10 citationsIEEE transactions on neural networks and learning systems. 2025;36(9):16549-16563
TRG-Net: An Interpretable and Controllable Rain Generator.40424114 · Pang, Zhiqiang, Wang, Hong, Xie, Qi et al.2025 · 2 citationsIEEE transactions on neural networks and learning systems. 2025;36(9):16745-16759
Feed Two Birds with One Scone: Exploiting Function-Space Regularization for Both OOD Robustness and ID Fine-Tuning Performance2509.05328v1 · Xiang Yuan, Jun Shu, Deyu meng et al.2025 · 0 citationsarXiv
Beyond Low-rankness: Guaranteed Matrix Recovery via Modified Nuclear Norm2507.18327v1 · Jiangjun Peng, Yisi Luo, Xiangyong Cao et al.2025 · 3 citationsarXiv
Generative Latent Kernel Modeling for Blind Motion Deblurring2507.09285v1 · Chenhao Ding, Jiangtao Zhang, Zongsheng Yue et al.2025 · 0 citationsarXiv
Compressive Imaging Reconstruction via Tensor Decomposed Multi-Resolution Grid Encoding2507.07707v1 · Zhenyu Jin, Yisi Luo, Xile Zhao et al.2025 · 0 citationsarXiv
Improve Noise Tolerance of Robust Loss via Noise-Awareness.39331550 · Ding, Kehui, Shu, Jun, Meng, Deyu et al.2025 · 9 citationsIEEE transactions on neural networks and learning systems. 2025;36(7):13189-13203
Career total: at least 537 works. 272 are in this corpus.Showing the 50 most recent.
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