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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 4676–4700 of 4891 papers

TitleStatusHype
Discovering and Deciphering Relationships Across Disparate Data ModalitiesCode0
STORE: Sparse Tensor Response Regression and Neuroimaging Analysis—0
hi-RF: Incremental Learning Random Forest for large-scale multi-class Data Classification—0
Reconstructing Neural Parameters and Synapses of arbitrary interconnected Neurons from their Simulated Spiking Activity—0
The Symmetry of a Simple Optimization Problem in Lasso Screening—0
A Shallow High-Order Parametric Approach to Data Visualization and Compression—0
Deep FisherNet for Object Classification—0
Online Nonnegative Matrix Factorization with General Divergences—0
Supervised Anomaly Detection in Uncertain Pseudoperiodic Data Streams—0
4D Cardiac Ultrasound Standard Plane Location by Spatial-Temporal Correlation—0
Inference of Haemoglobin Concentration From Stereo RGB—0
Whole-brain substitute CT generation using Markov random field mixture models—0
Large-Scale Kernel Methods for Independence TestingCode0
Saliency Driven Object recognition in egocentric videos with deep CNN—0
Fast and Extensible Online Multivariate Kernel Density Estimation—0
Property-driven State-Space Coarsening for Continuous Time Markov Chains—0
Volumetric 3D Tracking by Detection—0
Structural Correlation Filter for Robust Visual Tracking—0
Equiangular Kernel Dictionary Learning With Applications to Dynamic Texture Analysis—0
The use of deep learning in image segmentation, classification and detection—0
Communication-Efficient Distributed Statistical Inference—0
The constrained Dantzig selector with enhanced consistency—0
Distributed Flexible Nonlinear Tensor Factorization—0
An improved chromosome formulation for genetic algorithms applied to variable selection with the inclusion of interaction terms—0
Online Human Action Detection using Joint Classification-Regression Recurrent Neural NetworksCode0
Show:102550
← PrevPage 188 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified