SOTAVerified

Computational Efficiency

Methods and optimizations to reduce the computational resources (e.g., time, memory, or power) needed for training and inference in models. This involves techniques that streamline processing, optimize algorithms, or leverage hardware to enhance performance without compromising accuracy.

Papers

Showing 651675 of 4891 papers

TitleStatusHype
CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced Brain Tumor MRI SynthesisCode1
Automating DBSCAN via Deep Reinforcement LearningCode1
A machine learning-based viscoelastic-viscoplastic model for epoxy nanocomposites with moisture contentCode1
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable ConvolutionCode1
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional NetworksCode1
Differentially Flat Learning-based Model Predictive Control Using a Stability, State, and Input Constraining Safety FilterCode1
InterFormer: Real-time Interactive Image SegmentationCode1
MoEDiff-SR: Mixture of Experts-Guided Diffusion Model for Region-Adaptive MRI Super-ResolutionCode1
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernelsCode1
Cached Multi-Lora Composition for Multi-Concept Image GenerationCode1
Deep fiber clustering: Anatomically informed fiber clustering with self-supervised deep learning for fast and effective tractography parcellationCode1
MoViNets: Mobile Video Networks for Efficient Video RecognitionCode1
A Control-Oriented Simplified Single Particle Model with Grouped Parameter and Sensitivity Analysis for Lithium-Ion BatteriesCode1
A Variational Infinite Mixture for Probabilistic Inverse Dynamics LearningCode1
A Walsh Hadamard Derived Linear Vector Symbolic ArchitectureCode1
AMD-Hummingbird: Towards an Efficient Text-to-Video ModelCode1
CalibQuant: 1-Bit KV Cache Quantization for Multimodal LLMsCode1
BabyAI 1.1Code1
DiGRAF: Diffeomorphic Graph-Adaptive Activation FunctionCode1
Backpropagated Gradient Representations for Anomaly DetectionCode1
DispFormer: Pretrained Transformer for Flexible Dispersion Curve Inversion from Global Synthesis to Regional ApplicationsCode1
DiRe-JAX: A JAX based Dimensionality Reduction Algorithm for Large-scale DataCode1
BUFFER: Balancing Accuracy, Efficiency, and Generalizability in Point Cloud RegistrationCode1
Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object DetectionCode1
Learning Enriched Features via Selective State Spaces Model for Efficient Image DeblurringCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified