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 46014650 of 4891 papers

TitleStatusHype
Tensor-Based Backpropagation in Neural Networks with Non-Sequential Input0
Bayesian Models of Data Streams with Hierarchical Power Priors0
Multilingual Hierarchical Attention Networks for Document ClassificationCode0
HSfM: Hybrid Structure-from-Motion0
Dynamic Time-Of-Flight0
Noise-Blind Image Deblurring0
Discriminative Optimization: Theory and Applications to Point Cloud Registration0
Fast Haze Removal for Nighttime Image Using Maximum Reflectance Prior0
Approximate Steepest Coordinate Descent0
The thermodynamic efficiency of computations made in cells across the range of life0
Accelerating Bayesian Structure Learning in Sparse Gaussian Graphical ModelsCode0
On Optimistic versus Randomized Exploration in Reinforcement Learning0
AutoSVD++: An Efficient Hybrid Collaborative Filtering Model via Contractive Auto-encoders0
A dynamic graph-cuts method with integrated multiple feature maps for segmenting kidneys in ultrasound images0
Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware0
Bayesian l_0-regularized Least Squares0
Forward-Backward Selection with Early Dropping0
Multilevel Monte Carlo For Exponential L\'evy Models0
Solving Almost all Systems of Random Quadratic Equations0
MMD GAN: Towards Deeper Understanding of Moment Matching NetworkCode0
Bayesian Compression for Deep LearningCode0
Efficient and principled score estimation with Nyström kernel exponential familiesCode0
Block building programming for symbolic regression0
Learning to Rank Using Localized Geometric Mean MetricsCode0
Machine Learning Molecular Dynamics for the Simulation of Infrared Spectra0
Autonomous and Connected Intersection Crossing Traffic Management using Discrete-Time Occupancies Trajectory0
Hybrid Isolation Forest - Application to Intrusion DetectionCode0
Cross-label Suppression: A Discriminative and Fast Dictionary Learning with Group Regularization0
Fast PET reconstruction using Multi-scale Fully Convolutional Neural Networks0
Reconstruction of three-dimensional porous media using generative adversarial neural networksCode0
Improving Vision-based Self-positioning in Intelligent Transportation Systems via Integrated Lane and Vehicle Detection0
Intelligent bidirectional rapidly-exploring random trees for optimal motion planning in complex cluttered environments0
Discriminative Transfer Learning for General Image Restoration0
Efficient PAC Learning from the Crowd0
Inference of epidemiological parameters from household stratified data0
Effects of Reactive Social Distancing on the 1918 Influenza Pandemic0
Continual Learning Through Synaptic IntelligenceCode0
Arbitrary-Oriented Scene Text Detection via Rotation ProposalsCode0
Dual Iterative Hard Thresholding: From Non-convex Sparse Minimization to Non-smooth Concave Maximization0
Gram-CTC: Automatic Unit Selection and Target Decomposition for Sequence Labelling0
Finding Statistically Significant Interactions between Continuous Features0
Selective Video Object Cutout0
Speckle Reduction with Trained Nonlinear Diffusion Filtering0
An Efficient Method for online Detection of Polychronous Patterns in Spiking Neural Network0
Defect detection for patterned fabric images based on GHOG and low-rank decomposition0
An Efficient Decomposition Framework for Discriminative Segmentation with Supermodular Losses0
Dual-Tree Wavelet Scattering Network with Parametric Log Transformation for Object Classification0
A Fast and Scalable Joint Estimator for Learning Multiple Related Sparse Gaussian Graphical ModelsCode0
Multi-feature classifiers for burst detection in single EEG channels from preterm infants0
Supervised Learning in Automatic Channel Selection for Epileptic Seizure Detection0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified