Neural Networks

SEM-Net: Efficient Pixel Modelling for Image Inpainting with Spatially Enhanced SSM WACV 2025 SEMU-Net: A Segmentation-Based Corrector for Fabrication Process Variations of Nanophotonics with Microscopic Images WACV 2025 Sensing Surface Patches in Volume Rendering for Inferring Signed Distance Functions AAAI 2025 Sensitivity-Constrained Fourier Neural Operators for Forward and Inverse Problems in Parametric Differential Equations ICLR 2025 Separation Power of Equivariant Neural Networks ICLR 2025 Serialization based Point Cloud Oversegmentation ICCV 2025 Set-Valued Sensitivity Analysis of Deep Neural Networks AAAI 2025 SfM-Free 3D Gaussian Splatting via Hierarchical Training CVPR 2025 ShadowHack: Hacking Shadows via Luminance-Color Divide and Conquer ICCV 2025 Shallow diffusion networks provably learn hidden low-dimensional structure ICLR 2025 ShapeShifter: 3D Variations Using Multiscale and Sparse Point-Voxel Diffusion CVPR 2025 Sharpening Neural Implicit Functions with Frequency Consolidation Priors AAAI 2025 Sharp Generalization for Nonparametric Regression by Over-Parameterized Neural Networks: A Distribution-Free Analysis in Spherical Covariate ICML 2025 Sheaf Discovery with Joint Computation Graph Pruning and Flexible Granularity EMNLP 2025 Shedding Light on Time Series Classification using Interpretability Gated Networks ICLR 2025 SHIELD: Multi-task Multi-distribution Vehicle Routing Solver with Sparsity and Hierarchy ICML 2025 ShiftwiseConv: Small Convolutional Kernel with Large Kernel Effect CVPR 2025 SHIP: Structural Hierarchies for Instance-Dependent Partial Labels WACV 2025 SIC: Similarity-Based Interpretable Image Classification with Neural Networks ICCV 2025 SIDC-KWS: Efficient Spiking Inception-Dilated Conformer with Self-Attention for Keyword Spotting Interspeech 2025 Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation WACV 2025 SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learning ICLR 2025 Simple, Good, Fast: Self-Supervised World Models Free of Baggage ICLR 2025 Simpler Diffusion: 1.5 FID on ImageNet512 with Pixel-space Diffusion CVPR 2025 SIREN: Semantic, Initialization-Free Registration of Multi-Robot Gaussian Splatting Maps CoRL 2025