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 4201–4225 of 4891 papers

TitleStatusHype
Multi-frequency calibration for DOA estimation with distributed sensors—0
Improving STDP-based Visual Feature Learning with Whitening—0
Multi-objective beetle antennae search algorithm—0
Computing Valid p-value for Optimal Changepoint by Selective Inference using Dynamic ProgrammingCode0
Asymptotic Linearity of Consumption Functions and Computational Efficiency—0
Hybrid Inexact BCD for Coupled Structured Matrix Factorization in Hyperspectral Super-ResolutionCode0
Improving Sampling Accuracy of Stochastic Gradient MCMC Methods via Non-uniform Subsampling of Gradients—0
Gaussian Mixture Reduction with Composite Transportation DivergenceCode0
Residual Bootstrap Exploration for Bandit Algorithms—0
Langevin DQNCode0
Distributed Sketching Methods for Privacy Preserving Regression—0
Fast Fair Regression via Efficient Approximations of Mutual InformationCode0
Multi-Vehicle Routing Problems with Soft Time Windows: A Multi-Agent Reinforcement Learning Approach—0
Development of modeling and control strategies for an approximated Gaussian process—0
Learning Flat Latent Manifolds with VAEs—0
Improving the affordability of robustness training for DNNs—0
Object-Adaptive LSTM Network for Real-time Visual Tracking with Adversarial Data Augmentation—0
Distance Metric Learning for Graph Structured DataCode0
A Hybrid Two-layer Feature Selection Method Using GeneticAlgorithm and Elastic Net—0
Computing the Feedback Capacity of Finite State Channels using Reinforcement LearningCode0
SafeNet: An Assistive Solution to Assess Incoming Threats for Premises—0
Curvature Regularized Surface Reconstruction from Point Cloud—0
A Deep Learning Algorithm for High-Dimensional Exploratory Item Factor Analysis—0
P^2-GAN: Efficient Style Transfer Using Single Style ImageCode0
Context-Aware Cross-Attention for Skeleton-Based Human Action Recognition—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified