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State Space Models

Papers

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Showing 1–50 of 923 papers

TitleStatusHype
Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space DualityCode11
ThunderKittens: Simple, Fast, and Adorable AI KernelsCode7
xLSTM: Extended Long Short-Term MemoryCode7
Mamba: Linear-Time Sequence Modeling with Selective State SpacesCode6
Awesome Multi-modal Object TrackingCode5
Mamba YOLO: A Simple Baseline for Object Detection with State Space ModelCode4
Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language ModelingCode4
A Survey on Visual MambaCode4
Gated Attention for Large Language Models: Non-linearity, Sparsity, and Attention-Sink-FreeCode4
Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context LengthCode4
MedMamba: Vision Mamba for Medical Image ClassificationCode4
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space ModelCode4
SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic SegmentationCode3
MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly DetectionCode3
Sigma: Siamese Mamba Network for Multi-Modal Semantic SegmentationCode3
DiM: Diffusion Mamba for Efficient High-Resolution Image SynthesisCode3
xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba CounterpartCode3
LocalMamba: Visual State Space Model with Windowed Selective ScanCode3
BlackMamba: Mixture of Experts for State-Space ModelsCode3
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image SegmentationCode3
TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context LearningCode3
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion SegmentationCode3
SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time seriesCode3
Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image AnalysisCode3
State Space Models for Event CamerasCode3
CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price PredictionCode3
VmambaIR: Visual State Space Model for Image RestorationCode3
STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space ModelCode3
Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State SpacesCode3
MobileMamba: Lightweight Multi-Receptive Visual Mamba NetworkCode3
MoE-Mamba: Efficient Selective State Space Models with Mixture of ExpertsCode3
Mambular: A Sequential Model for Tabular Deep LearningCode3
Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning TasksCode3
EfficientVMamba: Atrous Selective Scan for Light Weight Visual MambaCode3
Repeat After Me: Transformers are Better than State Space Models at CopyingCode3
FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with MambaCode3
MambaIC: State Space Models for High-Performance Learned Image CompressionCode2
AEROMamba: An efficient architecture for audio super-resolution using generative adversarial networks and state space modelsCode2
Mamba in Speech: Towards an Alternative to Self-AttentionCode2
Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech SeparationCode2
MambaFusion: Height-Fidelity Dense Global Fusion for Multi-modal 3D Object DetectionCode2
Mamba in Vision: A Comprehensive Survey of Techniques and ApplicationsCode2
Diffusion-based Time Series Imputation and Forecasting with Structured State Space ModelsCode2
Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space ModelCode2
Longhorn: State Space Models are Amortized Online LearnersCode2
Liquid Structural State-Space ModelsCode2
EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space DualityCode2
Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and ChallengesCode2
DenseMamba: State Space Models with Dense Hidden Connection for Efficient Large Language ModelsCode2
Mamba4Rec: Towards Efficient Sequential Recommendation with Selective State Space ModelsCode2
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