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convolutional neural network (14) residual network (14) neural network optimization (9) neural network (8) gradient descent (7) image generation (7) deep neural network (6) deep learning (6) graph neural network (5) diffusion model (5)

Papers

AD-GBC: Anisotropic Granular-Ball Skip-Connection Refiner for UNet-Based Medical Image Segmentation CVPR 2026 MedKamba: A Novel Approach Integrating State-Space Models and Fractional Kolmogorov–Arnold Networks for Medical Image Segmentation MIDL 2026 A Closer Look at Transformers for Time Series Forecasting: Understanding Why They Work and Where They Struggle ICML 2025 Always Skip Attention ICCV 2025 Attention-Only Transformers via Unrolled Subspace Denoising ICML 2025 Beyond Skip Connection: Pooling and Unpooling Design for Elimination Singularities AAAI 2025 Channel Propagation Networks for Refreshable Vision Transformer WACV 2025 DuMo: Dual Encoder Modulation Network for Precise Concept Erasure AAAI 2025 FuseUNet: A Multi-Scale Feature Fusion Method for U-like Networks ICML 2025 Lambda-Skip Connections: the architectural component that prevents Rank Collapse ICLR 2025 Rethinking U-Net: Task-Adaptive Mixture of Skip Connections for Enhanced Medical Image Segmentation AAAI 2025 Scaling Value Iteration Networks to 5000 Layers for Extreme Long-Term Planning ICML 2025 SkipCLM: Enhancing Crosslingual Alignment of Decoder Transformer Models via Contrastive Learning and Skip Connection NAACL 2025 Transformative or Conservative? Conservation laws for ResNets and Transformers ICML 2025 Understanding Mode Connectivity via Parameter Space Symmetry ICML 2025 What Makes Freezing Layers in Deep Neural Networks Effective? A Linear Separability Perspective AutoML 2025 A path-norm toolkit for modern networks: consequences, promises and challenges ICLR 2024 Commutative Scaling of Width and Depth in Deep Neural Networks JMLR 2024 FreeU: Free Lunch in Diffusion U-Net CVPR 2024 Highway Value Iteration Networks ICML 2024 Invertible Residual Rescaling Models IJCAI 2024 On the Vulnerability of Skip Connections to Model Inversion Attacks ECCV 2024 SCEdit: Efficient and Controllable Image Diffusion Generation via Skip Connection Editing CVPR 2024 Simplifying Transformer Blocks ICLR 2024 SineNet: Learning Temporal Dynamics in Time-Dependent Partial Differential Equations ICLR 2024