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

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Showing 601–650 of 4891 papers

TitleStatusHype
A Transformer-based Framework for Multivariate Time Series Representation LearningCode1
Fast and Accurate Entity Recognition with Iterated Dilated ConvolutionsCode1
DiMoSR: Feature Modulation via Multi-Branch Dilated Convolutions for Efficient Image Super-ResolutionCode1
Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object DetectionCode1
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image ClassificationCode1
DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote SensingCode1
Deep fiber clustering: Anatomically informed fiber clustering with self-supervised deep learning for fast and effective tractography parcellationCode1
Fast Sequence Based Embedding with Diffusion GraphsCode1
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernelsCode1
Attention GhostUNet++: Enhanced Segmentation of Adipose Tissue and Liver in CT ImagesCode1
Algorithmic Differentiation for Automated Modeling of Machine Learned Force FieldsCode1
A new computationally efficient algorithm to solve Feature Selection for Functional Data Classification in high-dimensional spacesCode1
Attention, Please! Revisiting Attentive Probing for Masked Image ModelingCode1
Attention U-Net: Learning Where to Look for the PancreasCode1
Differentially Flat Learning-based Model Predictive Control Using a Stability, State, and Input Constraining Safety FilterCode1
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable ConvolutionCode1
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model TrainingCode1
Finer-CAM: Spotting the Difference Reveals Finer Details for Visual ExplanationCode1
Delving into Masked Autoencoders for Multi-Label Thorax Disease ClassificationCode1
DiGRAF: Diffeomorphic Graph-Adaptive Activation FunctionCode1
Deep reinforcement learning for large-scale epidemic controlCode1
Auction-Based Combinatorial Multi-Armed Bandit Mechanisms with Strategic ArmsCode1
FlexDiT: Dynamic Token Density Control for Diffusion TransformerCode1
DeepOPF-V: Solving AC-OPF Problems EfficientlyCode1
DeepSeeColor: Realtime Adaptive Color Correction for Autonomous Underwater Vehicles via Deep Learning MethodsCode1
Deep Learning for Hate Speech Detection: A Comparative StudyCode1
Bayesian inference for logistic models using Polya-Gamma latent variablesCode1
Augmented Lagrangian Adversarial AttacksCode1
DeePoly: A High-Order Accuracy Scientific Machine Learning Framework for Function Approximation and Solving PDEsCode1
Deep Speech Synthesis from MRI-Based Articulatory RepresentationsCode1
FTMixer: Frequency and Time Domain Representations Fusion for Time Series ModelingCode1
Fully 11 Convolutional Network for Lightweight Image Super-ResolutionCode1
A Simple Local Minimal Intensity Prior and An Improved Algorithm for Blind Image DeblurringCode1
FViT: A Focal Vision Transformer with Gabor FilterCode1
Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR)Code1
Deep Implicit Moving Least-Squares Functions for 3D ReconstructionCode1
Geometry-Informed Neural Operator TransformerCode1
Geo-Sign: Hyperbolic Contrastive Regularisation for Geometrically Aware Sign Language TranslationCode1
Decoupling Spatio-Temporal Prediction: When Lightweight Large Models Meet Adaptive HypergraphsCode1
A deep inverse reinforcement learning approach to route choice modeling with context-dependent rewardsCode1
Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative StudyCode1
DnS: Distill-and-Select for Efficient and Accurate Video Indexing and RetrievalCode1
A Control-Oriented Simplified Single Particle Model with Grouped Parameter and Sensitivity Analysis for Lithium-Ion BatteriesCode1
GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image ClassificationCode1
DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference AccelerationCode1
Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theoretical AnalysisCode1
GS-I^3: Gaussian Splatting for Surface Reconstruction from Illumination-Inconsistent ImagesCode1
Guidelines and Evaluation of Clinical Explainable AI in Medical Image AnalysisCode1
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
Learning Enriched Features via Selective State Spaces Model for Efficient Image DeblurringCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified