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 76–95 of 95 papers

TitleStatusHype
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network—0
M2Restore: Mixture-of-Experts-based Mamba-CNN Fusion Framework for All-in-One Image Restoration—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space—0
AICT: An Adaptive Image Compression Transformer—0
An Uncertainty Principle for Linear Recurrent Neural Networks—0
MambaXCTrack: Mamba-based Tracker with SSM Cross-correlation and Motion Prompt for Ultrasound Needle Tracking—0
SMR: State Memory Replay for Long Sequence Modeling—0
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation—0
Pose Guided Human Image Synthesis with Partially Decoupled GAN—0
Token Transformer: Can class token help window-based transformer build better long-range interactions?—0
Focus Your Attention (with Adaptive IIR Filters)—0
Gated Relational Graph Attention Networks—0
ReGNet: Reciprocal Space-Aware Long-Range Modeling for Crystalline Property Prediction—0
HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation—0
Exploring Historical Information for RGBE Visual Tracking with Mamba—0
Improving FHB Screening in Wheat Breeding Using an Efficient Transformer Model—0
Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactions—0
Is Long Range Sequential Modeling Necessary For Colorectal Tumor Segmentation?—0
S7: Selective and Simplified State Space Layers for Sequence Modeling—0
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