long-range dependency

Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs AAAI 2026 Challenging the Explanation Based on Preceding Tokens: Discovering Transferable Non-Literal Biasing ACL 2026 MeshRipple: Structured Autoregressive Generation of Artist-Meshes CVPR 2026 Multi-view Consistent 3D Gaussian Head Avatars 'without' Multi-view Generation CVPR 2026 RNN as Linear Transformer: A Closer Investigation into Representational Potentials of Visual Mamba Models CVPR 2026 TrinityDNA: A Bio-Inspired Foundational Model for Efficient Long-Sequence DNA Modeling AAAI 2026 TTT-UNet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation MIDL 2026 VesMamba: 3D Pulmonary Vessel Segmentation from CT images via Mamba with Structural Perception and Scale-aware Filtering CVPR 2026 A Scalable and Effective Alternative to Graph Transformers AAAI 2025 Beyond Fixed Length: Bucket Pre-training is All You Need IJCAI 2025 BIMBA: Selective-Scan Compression for Long-Range Video Question Answering CVPR 2025 CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution CVPR 2025 DeciMamba: Exploring the Length Extrapolation Potential of Mamba ICLR 2025 Differential Mamba IJCNLP 2025 Graph Mediator Networks Bridging Local and Global Semantics via Serial Message Passing ACML 2025 HOPE for a Robust Parameterization of Long-memory State Space Models ICLR 2025 Learning Long Range Dependencies on Graphs via Random Walks ICLR 2025 Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors (Extended Abstract) IJCAI 2025 P-SPIKESSM: HARNESSING PROBABILISTIC SPIKING STATE SPACE MODELS FOR LONG-RANGE DEPENDENCY TASKS ICLR 2025 RRG-Mamba: Efficient Radiology Report Generation with State Space Model IJCAI 2025 SaMam: Style-aware State Space Model for Arbitrary Image Style Transfer CVPR 2025 Self-Retrieval from Distant Contexts for Document-Level Machine Translation EMNLP 2025 Tuning Frequency Bias of State Space Models ICLR 2025 A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames CVPR 2024 Benchmarking Diffusion Models for Machine Translation EACL 2024