SOTAVerified

Long-range modeling

A new task for testing the long-sequence modeling capabilities and efficiency of language models.

Image credit: SCROLLS: Standardized CompaRison Over Long Language Sequences

Papers

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Showing 51–75 of 95 papers

TitleStatusHype
Image Super-Resolution With Non-Local Sparse AttentionCode1
DSANet: Dynamic Segment Aggregation Network for Video-Level Representation LearningCode1
Long Range Arena: A Benchmark for Efficient TransformersCode1
Disentangling and Unifying Graph Convolutions for Skeleton-Based Action RecognitionCode1
V4D:4D Convolutional Neural Networks for Video-level Representation LearningCode1
LaCache: Ladder-Shaped KV Caching for Efficient Long-Context Modeling of Large Language ModelsCode0
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation—0
M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration—0
CDPDNet: Integrating Text Guidance with Hybrid Vision Encoders for Medical Image SegmentationCode0
Hybrid-Emba3D: Geometry-Aware and Cross-Path Feature Hybrid Enhanced State Space Model for Point Cloud ClassificationCode0
ZipIR: Latent Pyramid Diffusion Transformer for High-Resolution Image Restoration—0
vGamba: Attentive State Space Bottleneck for efficient Long-range Dependencies in Visual RecognitionCode0
An Uncertainty Principle for Linear Recurrent Neural Networks—0
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?—0
ReGNet: Reciprocal Space-Aware Long-Range Modeling for Crystalline Property Prediction—0
Exploring Historical Information for RGBE Visual Tracking with Mamba—0
MambaXCTrack: Mamba-based Tracker with SSM Cross-correlation and Motion Prompt for Ultrasound Needle Tracking—0
S7: Selective and Simplified State Space Layers for Sequence Modeling—0
Shuffle Mamba: State Space Models with Random Shuffle for Multi-Modal Image Fusion—0
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network—0
Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences—0
SMR: State Memory Replay for Long Sequence Modeling—0
MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space—0
RS3Mamba: Visual State Space Model for Remote Sensing Images Semantic SegmentationCode0
Part Representation Learning with Teacher-Student Decoder for Occluded Person Re-identificationCode0
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