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 4651–4700 of 4891 papers

TitleStatusHype
Automated Linear-Time Detection and Quality Assessment of Superpixels in Uncalibrated True- or False-Color RGB Images—0
A Framework for Wasserstein-1-Type Metrics—0
Two-Bit Networks for Deep Learning on Resource-Constrained Embedded Devices—0
Dynamic Deep Neural Networks: Optimizing Accuracy-Efficiency Trade-offs by Selective Execution—0
Superpixel Segmentation Using Gaussian Mixture ModelCode0
Robust Low-Complexity Randomized Methods for Locating Outliers in Large Matrices—0
Spatially Adaptive Computation Time for Residual NetworksCode0
Understanding and Optimizing the Performance of Distributed Machine Learning Applications on Apache Spark—0
Error Analysis of Generalized Nyström Kernel Regression—0
Minimax Optimal Alternating Minimization for Kernel Nonparametric Tensor Learning—0
Efficient and Robust Spiking Neural Circuit for Navigation Inspired by Echolocating Bats—0
Structured Aspect Extraction—0
Improving Variational Auto-Encoders using Householder FlowCode0
Dense Prediction on Sequences with Time-Dilated Convolutions for Speech Recognition—0
Input Switched Affine Networks: An RNN Architecture Designed for Interpretability—0
The Recycling Gibbs Sampler for Efficient Learning—0
Graph Learning from Data under Structural and Laplacian ConstraintsCode0
Dis-S2V: Discourse Informed Sen2VecCode0
Fast and Accurate Surface Normal Integration on Non-Rectangular Domains—0
Data-Driven Threshold Machine: Scan Statistics, Change-Point Detection, and Extreme Bandits—0
Numerical Inversion of SRNF Maps for Elastic Shape Analysis of Genus-Zero Surfaces—0
Optimizing Memory Efficiency for Deep Convolutional Neural Networks on GPUs—0
Robust Time-Series Retrieval Using Probabilistic Adaptive Segmental Alignment—0
Image Denoising via Multi-scale Nonlinear Diffusion Models—0
ADAGIO: Fast Data-aware Near-Isometric Linear EmbeddingsCode0
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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified