Quantization Beats Redesign: 4-Bit Small Language Models Cut Memory 71% and Boost Speed 83%
A controlled benchmark study finds that 4-bit quantization of a compact Transformer model delivers the strongest overall efficiency gains, while ...
Tag: Mamba
New Mamba-based AI model segments brain tumors faster and more accurately
A new 3D Mamba-based model segments brain tumors with consistent accuracy gains and a 15x efficiency improvement over existing state-of-the-art ...
AI Tooth Segmentation Review Maps a Decade of Deep Learning Progress
A new PRISMA-guided systematic review compiles 72 studies and twelve open datasets to map how deep learning, from U-Net to ...
AI Reads Faces and Voices to Spot Depression with Directional Causal Fusion
Researchers report a Mamba-BiLSTM framework with Granger-inspired directional causal fusion that reached 81.86 percent accuracy for multimodal depression detection on ...
Dual-Stream AI Network Predicts Battery Heat and Health to Warn of Thermal Risks Early
A dual-stream AI network that jointly predicts lithium-ion battery temperature and state of health achieved a 92.6 percent timely warning ...
Mamba-based model tames noisy urban traffic prediction with frequency-domain filtering
A new spatiotemporal model called RoST-Mamba combines adaptive graph learning, frequency-domain filtering and graph-constrained state-space modeling to keep traffic forecasts ...
Mamba-Inspired AI Reads Anatomy in Four Directions to Sharpen Medical Image Segmentation
A new Mamba-based segmentation network combines four-directional state space scanning, spatially guided channel attention, and parameter-free anatomical constraints to outperform ...
Symmetry-aware Mamba network boosts ultrasound diagnosis of infant hip dysplasia from limited scans
A new hybrid convolution-Mamba network uses dual-domain masked image modeling to diagnose developmental dysplasia of the hip from B-mode ultrasound ...
AI searches for a better, lightweight network to predict epileptic seizures
A neural architecture search framework called CMS-NAS automatically evolves hybrid convolutional, Mamba and spiking network designs for lightweight, accurate EEG-based ...
Diffusion-Inspired AI Model Reads Ulcerative Colitis Severity from Endoscopy Images
A new deep learning model combines diffusion-style state propagation with Mamba-based sequence modeling and window attention to grade ulcerative colitis ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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