Neural Networks

On Non-asymptotic Theory of Recurrent Neural Networks in Temporal Point Processes JMLR 2025 On the Ability of Deep Networks to Learn Symmetries from Data: A Neural Kernel Theory JMLR 2025 On the Benefits of Memory for Modeling Time-Dependent PDEs ICLR 2025 On the Clean Generalization and Robust Overfitting in Adversarial Training from Two Theoretical Views: Representation Complexity and Training Dynamics ICML 2025 On the Completeness of Invariant Geometric Deep Learning Models ICLR 2025 On the Complexity-Faithfulness Trade-off of Gradient-Based Explanations ICCV 2025 On the Expressiveness and Length Generalization of Selective State Space Models on Regular Languages AAAI 2025 On the expressiveness and spectral bias of KANs ICLR 2025 On the Expressiveness of Rational ReLU Neural Networks With Bounded Depth ICLR 2025 On the Fourier analysis in the SO(3) space : the EquiLoPO Network ICLR 2025 On the Hardness of Learning One Hidden Layer Neural Networks ALT 2025 On the Hardness of Training Deep Neural Networks Discretely AAAI 2025 On the Importance of Gaussianizing Representations ICML 2025 On the Local Complexity of Linear Regions in Deep ReLU Networks ICML 2025 On the O(sqrt(d)/T^(1/4)) Convergence Rate of RMSProp and Its Momentum Extension Measured by l_1 Norm JMLR 2025 On the Privacy Risks of Spiking Neural Networks: A Membership Inference Analysis UAI 2025 On the Provable Separation of Scales in Maximal Update Parameterization ICML 2025 On the Role of Label Noise in the Feature Learning Process ICML 2025 Open-CK: A Large Multi-Physics Fields Coupling benchmarks in Combustion Kinetics ICLR 2025 OpenVision: A Fully-Open, Cost-Effective Family of Advanced Vision Encoders for Multimodal Learning ICCV 2025 Operator Deep Smoothing for Implied Volatility ICLR 2025 OpticalNet: An Optical Imaging Dataset and Benchmark Beyond the Diffraction Limit CVPR 2025 Optimal Auction Design in the Joint Advertising ICML 2025 Optimal Brain Apoptosis ICLR 2025 Optimal Control Operator Perspective and a Neural Adaptive Spectral Method AAAI 2025