Mamba
Table of Contents
NeurIPS
CVPR
ECCV
IJCAI
KDD
ACL
EMNLP
COLING
ICDM
WACV
INFOCOM
MobiCom
IEEE Trans. Pattern Anal. Mach. Intell.
IEEE Trans. Image Process.
IEEE Trans. Medical Imaging
IEEE Trans. Syst. Man Cybern. Syst.
IEEE Trans. Inf. Forensics Secur.
IEEE J. Biomed. Health Informatics
Comput. Medical Imaging Graph.
Data Min. Knowl. Discov.
Inf. Sci.
NeurIPS
Expand NeurIPS
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| 3DET-Mamba: Causal Sequence Modelling for End-to-End 3D Object Detection. | NeurIPS | 2024 | Link |
| Alias-Free Mamba Neural Operator. | NeurIPS | 2024 | Link |
| Coupled Mamba: Enhanced Multimodal Fusion with Coupled State Space Model. | NeurIPS | 2024 | Link |
| Decision Mamba: A Multi-Grained State Space Model with Self-Evolution Regularization for Offline RL. | NeurIPS | 2024 | Link |
| Decision Mamba: Reinforcement Learning via Hybrid Selective Sequence Modeling. | NeurIPS | 2024 | Link |
| Demystify Mamba in Vision: A Linear Attention Perspective. | NeurIPS | 2024 | Link |
| DiMSUM: Diffusion Mamba - A Scalable and Unified Spatial-Frequency Method for Image Generation. | NeurIPS | 2024 | Link |
| Hamba: Single-view 3D Hand Reconstruction with Graph-guided Bi-Scanning Mamba. | NeurIPS | 2024 | Link |
| Hybrid Mamba for Few-Shot Segmentation. | NeurIPS | 2024 | Link |
| Is Mamba Compatible with Trajectory Optimization in Offline Reinforcement Learning? | NeurIPS | 2024 | Link |
| MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection. | NeurIPS | 2024 | Link |
| MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space. | NeurIPS | 2024 | Link |
| MambaLRP: Explaining Selective State Space Sequence Models. | NeurIPS | 2024 | Link |
| MambaSCI: Efficient Mamba-UNet for Quad-Bayer Patterned Video Snapshot Compressive Imaging. | NeurIPS | 2024 | Link |
| MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models. | NeurIPS | 2024 | Link |
| MambaTree: Tree Topology is All You Need in State Space Model. | NeurIPS | 2024 | Link |
| Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models. | NeurIPS | 2024 | Link |
| The Mamba in the Llama: Distilling and Accelerating Hybrid Models. | NeurIPS | 2024 | Link |
| Toward Dynamic Non-Line-of-Sight Imaging with Mamba Enforced Temporal Consistency. | NeurIPS | 2024 | Link |
| Vision Mamba Mender. | NeurIPS | 2024 | Link |
| Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object Detection. | NeurIPS | 2024 | Link |
ICML
Expand ICML
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Latent Mamba Operator for Partial Differential Equations. | ICML | 2025 | Link |
| MoMa: Modulating Mamba for Adapting Image Foundation Models to Video Recognition. | ICML | 2025 | Link |
| QMamba: On First Exploration of Vision Mamba for Image Quality Assessment. | ICML | 2025 | Link |
| Stochastic Layer-Wise Shuffle for Improving Vision Mamba Training. | ICML | 2025 | Link |
| Understanding Input Selectivity in Mamba: Impact on Approximation Power, Memorization, and Associative Recall Capacity. | ICML | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Can Mamba Learn How To Learn? A Comparative Study on In-Context Learning Tasks. | ICML | 2024 | Link |
| Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model. | ICML | 2024 | Link |
ICLR
Expand ICLR
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Autoregressive Pretraining with Mamba in Vision. | ICLR | 2025 | Link |
| DeciMamba: Exploring the Length Extrapolation Potential of Mamba. | ICLR | 2025 | Link |
| Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient. | ICLR | 2025 | Link |
| EMMA: Empowering Multi-modal Mamba with Structural and Hierarchical Alignment. | ICLR | 2025 | Link |
| Gated Delta Networks: Improving Mamba2 with Delta Rule. | ICLR | 2025 | Link |
| Jamba: Hybrid Transformer-Mamba Language Models. | ICLR | 2025 | Link |
| LongMamba: Enhancing Mamba's Long-Context Capabilities via Training-Free Receptive Field Enlargement. | ICLR | 2025 | Link |
| MamKO: Mamba-based Koopman operator for modeling and predictive control. | ICLR | 2025 | Link |
| MambaExtend: A Training-Free Approach to Improve Long Context Extension of Mamba. | ICLR | 2025 | Link |
| MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba. | ICLR | 2025 | Link |
| MambaQuant: Quantizing the Mamba Family with Variance Aligned Rotation Methods. | ICLR | 2025 | Link |
| Spatial-Mamba: Effective Visual State Space Models via Structure-Aware State Fusion. | ICLR | 2025 | Link |
| Swift Hydra: Self-Reinforcing Generative Framework for Anomaly Detection with Multiple Mamba Models. | ICLR | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| MAMBA: an Effective World Model Approach for Meta-Reinforcement Learning. | ICLR | 2024 | Link |
CVPR
Expand CVPR
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency. | CVPR | 2025 | Link |
| AlignMamba: Enhancing Multimodal Mamba with Local and Global Cross-modal Alignment. | CVPR | 2025 | Link |
| Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing. | CVPR | 2025 | Link |
| Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images. | CVPR | 2025 | Link |
| EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality. | CVPR | 2025 | Link |
| Exploring Historical Information for RGBE Visual Tracking with Mamba. | CVPR | 2025 | Link |
| FlowRAM: Grounding Flow Matching Policy with Region-Aware Mamba Framework for Robotic Manipulation. | CVPR | 2025 | Link |
| JamMa: Ultra-lightweight Local Feature Matching with Joint Mamba. | CVPR | 2025 | Link |
| LC-Mamba: Local and Continuous Mamba with Shifted Windows for Frame Interpolation. | CVPR | 2025 | Link |
| LMO: Linear Mamba Operator for MRI Reconstruction. | CVPR | 2025 | Link |
| M3amba: Memory Mamba is All You Need for Whole Slide Image Classification. | CVPR | 2025 | Link |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation. | CVPR | 2025 | Link |
| MAP: Unleashing Hybrid Mamba-Transformer Vision Backbone's Potential with Masked Autoregressive Pretraining. | CVPR | 2025 | Link |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration. | CVPR | 2025 | Link |
| Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation. | CVPR | 2025 | Link |
| Mamba-Adaptor: State Space Model Adaptor for Visual Recognition. | CVPR | 2025 | Link |
| Mamba-Reg: Vision Mamba Also Needs Registers. | CVPR | 2025 | Link |
| Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models. | CVPR | 2025 | Link |
| MambaIC: State Space Models for High-Performance Learned Image Compression. | CVPR | 2025 | Link |
| MambaIRv2: Attentive State Space Restoration. | CVPR | 2025 | Link |
| MambaOut: Do We Really Need Mamba for Vision? | CVPR | 2025 | Link |
| MambaVLT: Time-Evolving Multimodal State Space Model for Vision-Language Tracking. | CVPR | 2025 | Link |
| MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing. | CVPR | 2025 | Link |
| MambaVision: A Hybrid Mamba-Transformer Vision Backbone. | CVPR | 2025 | Link |
| Mesh Mamba: A Unified State Space Model for Saliency Prediction in Non-Textured and Textured Meshes. | CVPR | 2025 | Link |
| MobileMamba: Lightweight Multi-Receptive Visual Mamba Network. | CVPR | 2025 | Link |
| OSMamba: Omnidirectional Spectral Mamba with Dual-Domain Prior Generator for Exposure Correction. | CVPR | 2025 | Link |
| PMA: Towards Parameter-Efficient Point Cloud Understanding via Point Mamba Adapter. | CVPR | 2025 | Link |
| Parameter Efficient Mamba Tuning via Projector-targeted Diagonal-centric Linear Transformation. | CVPR | 2025 | Link |
| Reasoning Mamba: Hypergraph-Guided Region Relation Calculating for Weakly Supervised Affordance Grounding. | CVPR | 2025 | Link |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures. | CVPR | 2025 | Link |
| Samba: A Unified Mamba-based Framework for General Salient Object Detection. | CVPR | 2025 | Link |
| Self-supervised ControlNet with Spatio-Temporal Mamba for Real-world Video Super-resolution. | CVPR | 2025 | Link |
| Spectral Informed Mamba for Robust Point Cloud Processing. | CVPR | 2025 | Link |
| TSP-Mamba: The Travelling Salesman Problem Meets Mamba for Image Super-resolution and Beyond. | CVPR | 2025 | Link |
| Trajectory Mamba: Efficient Attention-Mamba Forecasting Model Based on Selective SSM. | CVPR | 2025 | Link |
| UniMamba: Unified Spatial-Channel Representation Learning with Group-Efficient Mamba for LiDAR-based 3D Object Detection. | CVPR | 2025 | Link |
| WeatherGen: A Unified Diverse Weather Generator for LiDAR Point Clouds via Spider Mamba Diffusion. | CVPR | 2025 | Link |
ECCV
Expand ECCV
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| MTMamba: Enhancing Multi-task Dense Scene Understanding by Mamba-Based Decoders. | ECCV | 2024 | Link |
| Mamba-ND: Selective State Space Modeling for Multi-dimensional Data. | ECCV | 2024 | Link |
| MambaIR: A Simple Baseline for Image Restoration with State-Space Model. | ECCV | 2024 | Link |
| Motion Mamba: Efficient and Long Sequence Motion Generation. | ECCV | 2024 | Link |
| ReMamber: Referring Image Segmentation with Mamba Twister. | ECCV | 2024 | Link |
| ZigMa: A DiT-style Zigzag Mamba Diffusion Model. | ECCV | 2024 | Link |
IJCAI
Expand IJCAI
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| DPMamba: Distillation Prompt Mamba for Multimodal Remote Sensing Image Classification with Missing Modalities. | IJCAI | 2025 | Link |
| Directing Mamba to Complex Textures: An Efficient Texture-Aware State Space Model for Image Restoration. | IJCAI | 2025 | Link |
| Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space. | IJCAI | 2025 | Link |
| RRG-Mamba: Efficient Radiology Report Generation with State Space Model. | IJCAI | 2025 | Link |
| VimGeo: Efficient Cross-View Geo-Localization with Vision Mamba Architecture. | IJCAI | 2025 | Link |
AAAI
Expand AAAI
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting. | AAAI | 2025 | Link |
| CLIMB-ReID: A Hybrid CLIP-Mamba Framework for Person Re-Identification. | AAAI | 2025 | Link |
| Category Prompt Mamba Network for Nuclei Segmentation and Classification. | AAAI | 2025 | Link |
| Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference. | AAAI | 2025 | Link |
| DG-Mamba: Robust and Efficient Dynamic Graph Structure Learning with Selective State Space Models. | AAAI | 2025 | Link |
| Decomposed Spatio-Temporal Mamba for Long-Term Traffic Prediction. | AAAI | 2025 | Link |
| Detail Matters: Mamba-Inspired Joint Unfolding Network for Snapshot Spectral Compressive Imaging. | AAAI | 2025 | Link |
| Dust-Mamba: An Efficient Dust Storm Detection Network with Multiple Data Sources. | AAAI | 2025 | Link |
| EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba. | AAAI | 2025 | Link |
| FEAST-Mamba: FEAture and SpaTial Aware Mamba Network with Bidirectional Orthogonal Fusion for Cross-Modal Point Cloud Segmentation. | AAAI | 2025 | Link |
| GLAM: Global-Local Variation Awareness in Mamba-based World Model. | AAAI | 2025 | Link |
| H-MBA: Hierarchical MamBa Adaptation for Multi-Modal Video Understanding in Autonomous Driving. | AAAI | 2025 | Link |
| HOIMamba: Efficient Mamba-based Disentangled Progressive Learning for HOI Detection. | AAAI | 2025 | Link |
| IRMamba: Pixel Difference Mamba with Layer Restoration for Infrared Small Target Detection. | AAAI | 2025 | Link |
| LOMA: Language-assisted Semantic Occupancy Network via Triplane Mamba. | AAAI | 2025 | Link |
| MM-Tracker: Motion Mamba for UAV-platform Multiple Object Tracking. | AAAI | 2025 | Link |
| MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights. | AAAI | 2025 | Link |
| MUSE: Mamba Is Efficient Multi-scale Learner for Text-video Retrieval. | AAAI | 2025 | Link |
| Mamba YOLO: A Simple Baseline for Object Detection with State Space Model. | AAAI | 2025 | Link |
| Mamba-CAD: State Space Model for 3D Computer-Aided Design Generative Modeling. | AAAI | 2025 | Link |
| MambaLCT: Boosting Tracking via Long-term Context State Space Model. | AAAI | 2025 | Link |
| MambaPro: Multi-Modal Object Re-identification with Mamba Aggregation and Synergistic Prompt. | AAAI | 2025 | Link |
| Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence. | AAAI | 2025 | Link |
| Point Cloud Mamba: Point Cloud Learning via State Space Model. | AAAI | 2025 | Link |
| Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network. | AAAI | 2025 | Link |
| RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba. | AAAI | 2025 | Link |
| Robust Tracking via Mamba-based Context-aware Token Learning. | AAAI | 2025 | Link |
| SIGMA: Selective Gated Mamba for Sequential Recommendation. | AAAI | 2025 | Link |
| SMamba: Sparse Mamba for Event-based Object Detection. | AAAI | 2025 | Link |
| SVRMamba: Slice-to-Volume Reconstruction from Multiple MRI Stacks with Slice Sequence Guided Mamba. | AAAI | 2025 | Link |
| SWAMamba: A Sliding Window Attention Mamba Framework for Predicting Translation Elongation Rates. | AAAI | 2025 | Link |
| SalM²: An Extremely Lightweight Saliency Mamba Model for Real-Time Cognitive Awareness of Driver Attention. | AAAI | 2025 | Link |
| Scaling Diffusion Mamba with Bidirectional SSMs for Efficient 3D Shape Generation. | AAAI | 2025 | Link |
| Selective Visual Prompting in Vision Mamba. | AAAI | 2025 | Link |
| Skip Mamba Diffusion for Monocular 3D Semantic Scene Completion. | AAAI | 2025 | Link |
| SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks. | AAAI | 2025 | Link |
| S³-Mamba: Small-Size-Sensitive Mamba for Lesion Segmentation. | AAAI | 2025 | Link |
2021
| Title | Venue | Year | Link |
|---|---|---|---|
| MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detection. | AAAI | 2021 | Link |
KDD
Expand KDD
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Graph Mamba: Towards Learning on Graphs with State Space Models. | KDD | 2024 | Link |
ACL
Expand ACL
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| LaTIM: Measuring Latent Token-to-Token Interactions in Mamba Models. | ACL | 2025 | Link |
| Mamba Knockout for Unraveling Factual Information Flow. | ACL | 2025 | Link |
| Q-Mamba: Towards more efficient Mamba models via post-training quantization. | ACL | 2025 | Link |
| Revealing and Mitigating the Local Pattern Shortcuts of Mamba. | ACL | 2025 | Link |
| The Hidden Attention of Mamba Models. | ACL | 2025 | Link |
EMNLP
Expand EMNLP
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Query-based Cross-Modal Projector Bolstering Mamba Multimodal LLM. | EMNLP | 2024 | Link |
COLING
Expand COLING
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| GL-GAN: Perceiving and Integrating Global and Local Styles for Handwritten Text Generation with Mamba. | COLING | 2025 | Link |
| Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe. | COLING | 2025 | Link |
ICDM
Expand ICDM
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba for Scalable and Efficient Personalized Recommendations. | ICDM | 2024 | Link |
WACV
Expand WACV
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| A Mamba-Based Siamese Network for Remote Sensing Change Detection. | WACV | 2025 | Link |
| CAMS: Convolution and Attention-Free Mamba-Based Cardiac Image Segmentation. | WACV | 2025 | Link |
| EDMB: Edge Detector with Mamba. | WACV | 2025 | Link |
| Event-Guided Fusion-Mamba for Context-Aware 3D Human Pose Estimation. | WACV | 2025 | Link |
| Mamba-ST: State Space Model for Efficient Style Transfer. | WACV | 2025 | Link |
| MambaRecon: MRI Reconstruction with Structured State Space Models. | WACV | 2025 | Link |
| MambaTron: Efficient Cross-Modal Point Cloud Enhancement Using Aggregate Selective State Space Modeling. | WACV | 2025 | Link |
| PTQ4VM: Post-Training Quantization for Visual Mamba. | WACV | 2025 | Link |
| Position: Prospective of Autonomous Driving - Multimodal LLMs, World Models, Embodied Intelligence, AI Alignment, and Mamba. | WACV | 2025 | Link |
| SAM-Mamba: Mamba Guided SAM Architecture for Generalized Zero-Shot Polyp Segmentation. | WACV | 2025 | Link |
| SUM: Saliency Unification Through Mamba for Visual Attention Modeling. | WACV | 2025 | Link |
| Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation. | WACV | 2025 | Link |
INFOCOM
Expand INFOCOM
2020
| Title | Venue | Year | Link |
|---|---|---|---|
| MAMBA: A Multi-armed Bandit Framework for Beam Tracking in Millimeter-wave Systems. | INFOCOM | 2020 | Link |
MobiCom
Expand MobiCom
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Mambas: Maneuvering Analog Multi-User Beamforming using an Array of Subarrays in mmWave Networks. | MobiCom | 2024 | Link |
| TraMSR: Transformer and Mamba based Practical Speech Super-Resolution for Mobile Wearables. | MobiCom | 2024 | Link |
DAC
Expand DAC
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| MambaOPU: An FPGA Overlay Processor for State-space-duality-based Mamba Models. | DAC | 2025 | Link |
| SDM-PEB: Spatial-Depthwise Mamba for Enhanced Post-Exposure Bake Simulation. | DAC | 2025 | Link |
2018
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba: closing the performance gap in productive hardware development frameworks. | DAC | 2018 | Link |
ACM Multimedia
Expand ACM Multimedia
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining. | ACM Multimedia | 2024 | Link |
| Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model. | ACM Multimedia | 2024 | Link |
| MambaGesture: Enhancing Co-Speech Gesture Generation with Mamba and Disentangled Multi-Modality Fusion. | ACM Multimedia | 2024 | Link |
| MambaMOS: LiDAR-based 3D Moving Object Segmentation with Motion-aware State Space Model. | ACM Multimedia | 2024 | Link |
| MambaTrack: A Simple Baseline for Multiple Object Tracking with State Space Model. | ACM Multimedia | 2024 | Link |
| VmambaSCI: Dynamic Deep Unfolding Network with Mamba for Compressive Spectral Imaging. | ACM Multimedia | 2024 | Link |
| Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement. | ACM Multimedia | 2024 | Link |
2023
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba: Bringing Multi-Dimensional ABR to WebRTC. | ACM Multimedia | 2023 | Link |
CIKM
Expand CIKM
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| SST: Multi-Scale Hybrid Mamba-Transformer Experts for Time Series Forecasting. | CIKM | 2025 | Link |
| Spatio-Temporal Wavelet Enhanced Attention Mamba for Stock Price Forecasting. | CIKM | 2025 | Link |
| TCFMamba: Trajectory Collaborative Filtering Mamba for Debiased Point-of-Interest Recommendation. | CIKM | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba Retriever: Utilizing Mamba for Effective and Efficient Dense Retrieval. | CIKM | 2024 | Link |
| PTM-Mamba: A PTM-Aware Protein Language Model with Bidirectional Gated Mamba Blocks. | CIKM | 2024 | Link |
IEEE Trans. Pattern Anal. Mach. Intell.
Expand IEEE Trans. Pattern Anal. Mach. Intell.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders. | IEEE Trans. Pattern Anal. Mach. Intell. | 2025 | Link |
| Spatial-Temporal Graph Mamba for Music-Guided Dance Video Synthesis. | IEEE Trans. Pattern Anal. Mach. Intell. | 2025 | Link |
IEEE Trans. Image Process.
Expand IEEE Trans. Image Process.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Hi-Mamba: Hierarchical Mamba for Efficient Image Super-Resolution. | IEEE Trans. Image Process. | 2025 | Link |
| Hypergraph Mamba Reasoning-Based Social Relation Recognition. | IEEE Trans. Image Process. | 2025 | Link |
| M2Restore: Mixture-of-Experts-Based Mamba-CNN Fusion Framework for All-in-One Image Restoration. | IEEE Trans. Image Process. | 2025 | Link |
| MambaMatch: Establishing Reliable Correspondences via Multi-Scale State Space Model. | IEEE Trans. Image Process. | 2025 | Link |
| Spatial-Frequency Enhanced Mamba for Multi-Modal Image Fusion. | IEEE Trans. Image Process. | 2025 | Link |
| Text-Controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion. | IEEE Trans. Image Process. | 2025 | Link |
| WMRNet: Wavelet Mamba With Reversible Structure for Infrared Small Target Detection. | IEEE Trans. Image Process. | 2025 | Link |
IEEE Trans. Medical Imaging
Expand IEEE Trans. Medical Imaging
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba-Sea: A Mamba-Based Framework With Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation. | IEEE Trans. Medical Imaging | 2025 | Link |
| Optical Flow-Enhanced Mamba U-Net for Cardiac Phase Detection in Ultrasound Videos. | IEEE Trans. Medical Imaging | 2025 | Link |
| Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation With Selective State-Space Model. | IEEE Trans. Medical Imaging | 2025 | Link |
| Swin-UMamba†: Adapting Mamba-Based Vision Foundation Models for Medical Image Segmentation. | IEEE Trans. Medical Imaging | 2025 | Link |
IEEE Trans. Syst. Man Cybern. Syst.
Expand IEEE Trans. Syst. Man Cybern. Syst.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Intelligent Modeling for Deep Peak Shaving Oriented Thermal Power-Molten Salt Heat Storage Coupled System by Improved Mamba-2. | IEEE Trans. Syst. Man Cybern. Syst. | 2025 | Link |
IEEE Trans. Inf. Forensics Secur.
Expand IEEE Trans. Inf. Forensics Secur.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| SAMamba: Structure-Aware Mamba for Ethereum Fraud Detection. | IEEE Trans. Inf. Forensics Secur. | 2025 | Link |
IEEE J. Biomed. Health Informatics
Expand IEEE J. Biomed. Health Informatics
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| DenoiseMamba: An Innovative Approach for EEG Artifact Removal Leveraging Mamba and CNN. | IEEE J. Biomed. Health Informatics | 2025 | Link |
| MambaSAM: A Visual Mamba-Adapted SAM Framework for Medical Image Segmentation. | IEEE J. Biomed. Health Informatics | 2025 | Link |
| MambaVesselNet: A Novel Approach to Blood Vessel Segmentation Based on State-Space Models. | IEEE J. Biomed. Health Informatics | 2025 | Link |
Int. J. Comput. Vis.
Expand Int. J. Comput. Vis.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba-Driven Comprehensive Context Learning for Zero-Shot HOI Detection. | Int. J. Comput. Vis. | 2026 | Link |
| Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding. | Int. J. Comput. Vis. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Mamba Capsule Routing Towards Part-Whole Relational Camouflaged Object Detection. | Int. J. Comput. Vis. | 2025 | Link |
Comput. Vis. Image Underst.
Expand Comput. Vis. Image Underst.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| A dynamic hybrid network with attention and mamba for image captioning. | Comput. Vis. Image Underst. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| A LLM-guided hybrid Mamba-Transformer architecture for part-to-whole motion synthesis. | Comput. Vis. Image Underst. | 2025 | Link |
| KD-Mamba: Selective state space models with knowledge distillation for trajectory prediction. | Comput. Vis. Image Underst. | 2025 | Link |
| UM-Mamba: An efficient U-network with medical visual state space for medical image segmentation. | Comput. Vis. Image Underst. | 2025 | Link |
| VMM: Video-Music Mamba for generating background music from videos. | Comput. Vis. Image Underst. | 2025 | Link |
Pattern Recognit.
Expand Pattern Recognit.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| A comprehensive analysis of Mamba for 3D volumetric medical image segmentation. | Pattern Recognit. | 2026 | Link |
| DAF-Mamba: Dynamic selective and adaptive fused mamba for cardiac image segmentation. | Pattern Recognit. | 2026 | Link |
| Dual-domain homogeneous fusion with cross-modal mamba and progressive decoder for 3D object detection. | Pattern Recognit. | 2026 | Link |
| GraphMamba: Graph-driven spatial order-aware Mamba for medical image segmentation. | Pattern Recognit. | 2026 | Link |
| HMSNet: Hilbert curve enhanced Mamba for real-time semantic segmentation. | Pattern Recognit. | 2026 | Link |
| MGCM: Multi-modal graph convolutional mamba for cancer survival prediction. | Pattern Recognit. | 2026 | Link |
| Mamba-Stereo: Mamba Regularization for Stereo matching. | Pattern Recognit. | 2026 | Link |
| Mamba-YOLO: Multi-level adaptive rectangular convolution for Document Layout Analysis. | Pattern Recognit. | 2026 | Link |
| Mambafusion: State-space model-driven object-scene fusion for multi-modal 3D object detection. | Pattern Recognit. | 2026 | Link |
| Multi-modal mamba framework for RGB-T crowd counting with linear complexity. | Pattern Recognit. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| CMANet: A CNN-Mamba aggregation network for face super-resolution. | Pattern Recognit. | 2025 | Link |
| Crack segmentation network via difference convolution-based encoder and hybrid CNN-Mamba multi-scale attention. | Pattern Recognit. | 2025 | Link |
Pattern Recognit. Lett.
Expand Pattern Recognit. Lett.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| Multi-Modal masked autoencoder and parallel Mamba for 3D brain tumor segmentation. | Pattern Recognit. Lett. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Generation of super-resolution for medical image via a self-prior guided Mamba network with edge-aware constraint. | Pattern Recognit. Lett. | 2025 | Link |
| Mamba-assisted modality subspace complementary fusion for multimodal sentiment analysis. | Pattern Recognit. Lett. | 2025 | Link |
| VMamba-Crowd: Bridging multi-scale features from Visual Mamba for weakly-supervised crowd counting. | Pattern Recognit. Lett. | 2025 | Link |
Medical Image Anal.
Expand Medical Image Anal.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| Switch-UMamba: Dynamic scanning vision Mamba UNet for medical image segmentation. | Medical Image Anal. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Causal inertia proximal Mamba network for magnetic resonance image reconstruction. | Medical Image Anal. | 2025 | Link |
| Enhancing global sensitivity and uncertainty quantification in medical image reconstruction with Monte Carlo arbitrary-masked mamba. | Medical Image Anal. | 2025 | Link |
| MMR-Mamba: Multi-modal MRI reconstruction with Mamba and spatial-frequency information fusion. | Medical Image Anal. | 2025 | Link |
| MambaMIM: Pre-training Mamba with state space token interpolation and its application to medical image segmentation. | Medical Image Anal. | 2025 | Link |
Comput. Medical Imaging Graph.
Expand Comput. Medical Imaging Graph.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| CT-Mamba: A hybrid convolutional State Space Model for low-dose CT denoising. | Comput. Medical Imaging Graph. | 2025 | Link |
| Mamba-based context-aware local feature network for vessel detail enhancement. | Comput. Medical Imaging Graph. | 2025 | Link |
| Mamba-based deformable medical image registration with an annotated brain MR-CT dataset. | Comput. Medical Imaging Graph. | 2025 | Link |
| NaMA-Mamba: Foundation model for generalizable nasal disease detection using masked autoencoder with Mamba on endoscopic images. | Comput. Medical Imaging Graph. | 2025 | Link |
| SpineMamba: Enhancing 3D spinal segmentation in clinical imaging through residual visual Mamba layers and shape priors. | Comput. Medical Imaging Graph. | 2025 | Link |
| TG-Mamba: Leveraging text guidance for predicting tumor mutation burden in lung cancer. | Comput. Medical Imaging Graph. | 2025 | Link |
| Twin-ViMReg: DXR driven synthetic dynamic Standing-CBCTs through Twin Vision Mamba-based 2D/3D registration. | Comput. Medical Imaging Graph. | 2025 | Link |
Data Min. Knowl. Discov.
Expand Data Min. Knowl. Discov.
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| Crossmamba: multivariate time series forecasting model for cross-temporal and cross-dimensional dependencies with Mamba. | Data Min. Knowl. Discov. | 2025 | Link |
Knowl. Based Syst.
Expand Knowl. Based Syst.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| IA-MUNet: A knowledge-guided instance-aware mamba-UNet for efficient multiclass dental image segmentation. | Knowl. Based Syst. | 2026 | Link |
| Mamba2Diff: An enhanced diffusion framework for goal-conditioned imitation learning in robotic long-horizon action modeling. | Knowl. Based Syst. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| A Mamba-advanced unsupervised cross-modality medical image segmentation via domain adaptation and task decomposition. | Knowl. Based Syst. | 2025 | Link |
| A visual object tracking method based on historical prompts of Mamba. | Knowl. Based Syst. | 2025 | Link |
| Enhancing spatiotemporal prediction through the integration of Mamba state space models and Diffusion Transformers. | Knowl. Based Syst. | 2025 | Link |
| Few-Shot hyperspectral image classification with mamba and manifold convolution fusion network. | Knowl. Based Syst. | 2025 | Link |
| Few-shot temporal knowledge graph completion based on query-adaptive Mamba-enhanced temporal relation learning. | Knowl. Based Syst. | 2025 | Link |
| Frequency Decoupling Enhancement and Mamba Depth Extraction-Based Feature Fusion in Transformer Hashing Image Retrieval. | Knowl. Based Syst. | 2025 | Link |
| GMVE: Graph-Mamba variational encoder for interpretable remaining useful life prediction with uncertainty quantification. | Knowl. Based Syst. | 2025 | Link |
| Integrating local and global correlations with Mamba-Transformer for multi-class anomaly detection. | Knowl. Based Syst. | 2025 | Link |
| MGCN: Mamba-integrated spatiotemporal graph convolutional network for long-term traffic forecasting. | Knowl. Based Syst. | 2025 | Link |
| MOTIF: A text-aware and disentangled Mamba-based architecture for multimodal sentiment analysis. | Knowl. Based Syst. | 2025 | Link |
| MSMMIL: Multi-scan Mamba-based Multiple Instance Learning for whole slide image classification. | Knowl. Based Syst. | 2025 | Link |
| Mamba based adaptive conformal inference for probabilistic short-term load forecasting. | Knowl. Based Syst. | 2025 | Link |
| Mamba with multi-frequency perception for image super-resolution. | Knowl. Based Syst. | 2025 | Link |
| Objectness scan for efficient vision Mamba. | Knowl. Based Syst. | 2025 | Link |
| RecMamba: Reconstruction-augmented dual-path Mamba for time series forecasting. | Knowl. Based Syst. | 2025 | Link |
| Sliced Wasserstein weighted multimodal mambavision for emotion recognition. | Knowl. Based Syst. | 2025 | Link |
| Style Mamba-transformer: A hybrid Mamba-transformer unsupervised framework for text style transfer. | Knowl. Based Syst. | 2025 | Link |
| Toward a dynamic tree-Mamba encoder for UAV tracking with vision-language. | Knowl. Based Syst. | 2025 | Link |
| VC-Mamba: Causal Mamba representation consistency for video implicit understanding. | Knowl. Based Syst. | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| Semi-Mamba-UNet: Pixel-level contrastive and cross-supervised visual Mamba-based UNet for semi-supervised medical image segmentation. | Knowl. Based Syst. | 2024 | Link |
Inf. Sci.
Expand Inf. Sci.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| M2Emo: Fine-grained mamba transformer guided multi-task golden snub-nosed monkey emotion recognition. | Inf. Sci. | 2026 | Link |
Expert Syst. Appl.
Expand Expert Syst. Appl.
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| A edge prior constraint Mamba network for medical image super-resolution generation. | Expert Syst. Appl. | 2026 | Link |
| ABE-Mamba: Few-shot medical image segmentation via adversarial bidirectional enhanced Mamba. | Expert Syst. Appl. | 2026 | Link |
| Aero-MambaNet: A unified mesh-mamba framework for physics-consistent aerodynamic surrogate modeling. | Expert Syst. Appl. | 2026 | Link |
| Costal cartilage segmentation with topology guided deformable mamba: Method and benchmark. | Expert Syst. Appl. | 2026 | Link |
| DSA mamba: A model for advanced medical image classification. | Expert Syst. Appl. | 2026 | Link |
| GCNet-Mamba: Leveraging state space models and CNN for medical image classification. | Expert Syst. Appl. | 2026 | Link |
| GHOST: Sentiment-gated mamba and stock-wise tokenization attention for enhanced stock prediction. | Expert Syst. Appl. | 2026 | Link |
| HMambaOcc: Hierarchical Mamba for occupancy flow field prediction in autonomous driving under mixed traffic environments. | Expert Syst. Appl. | 2026 | Link |
| Leveraging mamba for reference audio-visual segmentation with vote and cache mechanism. | Expert Syst. Appl. | 2026 | Link |
| MFS-Fusion: Mamba-integrated deep multi-modal image fusion framework with multi-scale fourier enhancement and spatial calibration. | Expert Syst. Appl. | 2026 | Link |
| MRED-Net: A pure tokens-to-token visual mamba-based residual encoder-decoder network for low-dose CT denoising. | Expert Syst. Appl. | 2026 | Link |
| Mamba - CNN collaborative learning for panoramic semantic segmentation via online knowledge distillation. | Expert Syst. Appl. | 2026 | Link |
| MambaBIR: A residual pyramid network for brain image registration with state-space model. | Expert Syst. Appl. | 2026 | Link |
| MambaGen: Efficient visual representation learning for automatic radiology report generation. | Expert Syst. Appl. | 2026 | Link |
| Multi-scenario building change detection in remote sensing images using CNN-Mamba hybrid network and consistency enhancement learning. | Expert Syst. Appl. | 2026 | Link |
| PVMNet: A navel orange defect detection algorithm based on Mamba structure. | Expert Syst. Appl. | 2026 | Link |
| SAMForecast: A hybrid model of self-attention and Mamba with adaptive wavelet transform for time series forecasting. | Expert Syst. Appl. | 2026 | Link |
| SSRM: Efficient spectral reconstruction Mamba with multiscale spectral-spatial correlation. | Expert Syst. Appl. | 2026 | Link |
| Synergistic mamba: Mastering global frequency and local spatial contexts for low-light image enhancement. | Expert Syst. Appl. | 2026 | Link |
| TFSM: A network for time-frequency synergistic modeling integrating Mamba temporal pathway and spectral features for electricity theft detection. | Expert Syst. Appl. | 2026 | Link |
| Visual Mamba-CNN for scribble-based segmentation in weakly supervised learning for photoacoustic tomography. | Expert Syst. Appl. | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| An ultra-lightweight network combining Mamba and frequency-domain feature extraction for pavement tiny-crack segmentation. | Expert Syst. Appl. | 2025 | Link |
| CSLMamba-LM: Mamba-based causal self-contrastive learning network for the fine-grained landslide mapping from very-high-resolution aerial images. | Expert Syst. Appl. | 2025 | Link |
| CenterMamba: Enhancing semantic representation with center-scan Mamba network for hyperspectral image classification. | Expert Syst. Appl. | 2025 | Link |
| DFU-MambaLiteUNet: A lightweight and efficient model for diabetic foot ulcer segmentation. | Expert Syst. Appl. | 2025 | Link |
| Dual-domain guided vision Mamba network for medical image segmentation. | Expert Syst. Appl. | 2025 | Link |
| Enhancing video-based human mesh recovery with Attention-Mamba synergy. | Expert Syst. Appl. | 2025 | Link |
| Evaluation of aggregate distribution uniformity using Vision Mamba-based dual networks for concrete aggregate segmentation. | Expert Syst. Appl. | 2025 | Link |
| Hierarchical multi-scale Mamba generative adversarial network for multi-modal medical image synthesis. | Expert Syst. Appl. | 2025 | Link |
| High performance point-Voxel feature set abstraction with mamba for 3D object detection. | Expert Syst. Appl. | 2025 | Link |
| Hyperspectral image super-resolution based on Mamba and bidirectional feature fusion network. | Expert Syst. Appl. | 2025 | Link |
| LDBMamba: Language-guided Dual-Branch Mamba for hyperspectral image domain generalization. | Expert Syst. Appl. | 2025 | Link |
| Localization and classification of abnormalities on chest X-ray images using a Mamba-YOLOvX model. | Expert Syst. Appl. | 2025 | Link |
| MSM-UNet: A medical image segmentation method based on wavelet transform and multi-scale Mamba-UNet. | Expert Syst. Appl. | 2025 | Link |
| Mamba-DDPM-BSA: Diffusion model based boundary sampling algorithm for imbalanced classification. | Expert Syst. Appl. | 2025 | Link |
| Mamba-GIE: A visual state space models-based generalized image extrapolation method via dual-level adaptive feature fusion. | Expert Syst. Appl. | 2025 | Link |
| Mamba-based multi-scale multi-dimensional keypoint regression network for accurate 3D hand pose estimation. | Expert Syst. Appl. | 2025 | Link |
| Multi-view brain network classification based on Adaptive Graph Isomorphic Information Bottleneck Mamba. | Expert Syst. Appl. | 2025 | Link |
| RLMamba: Integrating residual learning with Mamba for long-term time series forecasting. | Expert Syst. Appl. | 2025 | Link |
| RRGMambaFormer: A hybrid Transformer-Mamba architecture for radiology report generation. | Expert Syst. Appl. | 2025 | Link |
| Selective and multi-scale fusion Mamba for medical image segmentation. | Expert Syst. Appl. | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| A barking emotion recognition method based on Mamba and Synchrosqueezing Short-Time Fourier Transform. | Expert Syst. Appl. | 2024 | Link |
Neural Networks
Expand Neural Networks
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| GMSR: Gradient-integrated mamba for spectral reconstruction from RGB images. | Neural Networks | 2026 | Link |
| MIIGAN: Mambas make strong GAN for infrared image generation. | Neural Networks | 2026 | Link |
| Semi-LLIE: Semi-supervised contrastive learning with Mamba-based low-light enhancement. | Neural Networks | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| EEGMamba: An EEG foundation model with Mamba. | Neural Networks | 2025 | Link |
| MHDBN: Mamba-based hybrid dual-branch network for multi-focus image fusion. | Neural Networks | 2025 | Link |
| Multi-stage network for single image deblurring based on dual-domain window mamba. | Neural Networks | 2025 | Link |
Neurocomputing
Expand Neurocomputing
2026
| Title | Venue | Year | Link |
|---|---|---|---|
| Diff-Mamba: A diffusion-Mamba framework for hyperspectral image classification. | Neurocomputing | 2026 | Link |
| Li-MFNet: A lightweight multi-scale input Mamba fusion network for medical image segmentation. | Neurocomputing | 2026 | Link |
| MSLMamba: Mamba-driven cross-modal fusion network with modality-specific learning for multimodal sentiment analysis. | Neurocomputing | 2026 | Link |
2025
| Title | Venue | Year | Link |
|---|---|---|---|
| A comprehensive survey for Hyperspectral Image Classification: The evolution from conventional to transformers and Mamba models. | Neurocomputing | 2025 | Link |
| A hybrid Mamba and sparse Look-Up Table network for perceptual-friendly underwater image enhancement. | Neurocomputing | 2025 | Link |
| AM-CD: Joint attention and Mamba for remote sensing image change detection. | Neurocomputing | 2025 | Link |
| All-in-one weather image restoration: Multi-modal attention and Bi-Directional Mamba Fusion. | Neurocomputing | 2025 | Link |
| BAST-Mamba: Binaural Audio Spectrogram Mamba Transformer for binaural sound localization. | Neurocomputing | 2025 | Link |
| BMTM-net: A rotating machinery fault diagnosis network based on 2D-1D fusion with bidirectional multi-granularity transformer-mamba. | Neurocomputing | 2025 | Link |
| CBH-YOLO: A steel surface defect detection algorithm based on cross-stage Mamba enhancement and hierarchical semantic graph fusion. | Neurocomputing | 2025 | Link |
| Causally-guided graph Mamba for detecting socially abnormal vehicle trajectories. | Neurocomputing | 2025 | Link |
| ConvMamba: Combining Mamba with CNN for hyperspectral image classification. | Neurocomputing | 2025 | Link |
| E-Mamba: An efficient Mamba point cloud analysis method with enhanced feature representation. | Neurocomputing | 2025 | Link |
| Gl-MambaNet: A global-local hybrid Mamba network for medical image segmentation. | Neurocomputing | 2025 | Link |
| Grid Mamba:Grid State Space Model for large-scale point cloud analysis. | Neurocomputing | 2025 | Link |
| H-vmunet: High-order Vision Mamba UNet for medical image segmentation. | Neurocomputing | 2025 | Link |
| Is Mamba effective for time series forecasting? | Neurocomputing | 2025 | Link |
| ML-PINN: A memory-efficient physics-informed Mamba-LSTM network for fast and accurate PDE solving. | Neurocomputing | 2025 | Link |
| MLFork: Bearing fault diagnosis via Mamba-powered few-shot learning model with multi-level architecture enhanced by spatial-wise and channel-wise local vector attention. | Neurocomputing | 2025 | Link |
| Mamba-driven hierarchical temporal multimodal alignment for referring video object segmentation. | Neurocomputing | 2025 | Link |
| Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral image classification. | Neurocomputing | 2025 | Link |
| MambaAD: Multivariate time series anomaly detection in IoT via multi-view Mamba. | Neurocomputing | 2025 | Link |
| MambaCOD: Camouflaged object detection with state-space model. | Neurocomputing | 2025 | Link |
| MambaSOD: Dual Mamba-driven cross-modal fusion network for RGB-D Salient Object Detection. | Neurocomputing | 2025 | Link |
| Multi-scale hybrid Mamba-LSTM experts for long-short term human trajectory prediction under CVAE framework. | Neurocomputing | 2025 | Link |
| Pool-mamba: Pooling state space model for low-light image enhancement. | Neurocomputing | 2025 | Link |
| SRMamba-T: Exploring the hybrid Mamba-Transformer network for Single Image Super-Resolution. | Neurocomputing | 2025 | Link |
| Spatial-spectral morphological mamba for hyperspectral image classification. | Neurocomputing | 2025 | Link |
| Spatio-temporal memory-driven CT organ segmentation with hybrid CNN-Mamba encoding and frequency-domain decoding. | Neurocomputing | 2025 | Link |
| Temporal action localization with State-Sensitive Mamba and centroid sequences enhancement. | Neurocomputing | 2025 | Link |
2024
| Title | Venue | Year | Link |
|---|---|---|---|
| MambaTSR: You only need 90k parameters for traffic sign recognition. | Neurocomputing | 2024 | Link |