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 3926–3950 of 4891 papers

TitleStatusHype
Linear systems with neural network nonlinearities: Improved stability analysis via acausal Zames-Falb multipliersCode0
Training Sparse Neural Network by Constraining Synaptic Weight on Unit Lp Sphere—0
Joint User Association and Power Allocation in Heterogeneous Ultra Dense Network via Semi-Supervised Representation Learning—0
Physical model simulator-trained neural network for computational 3D phase imaging of multiple-scattering samples—0
Backup Plan Constrained Model Predictive Control—0
Combining distribution-based neural networks to predict weather forecast probabilitiesCode0
Online Learning Koopman operator for closed-loop electrical neurostimulation in epilepsy—0
Parallel Model Exploration for Tumor Treatment SimulationsCode0
Distributed Experiment Design and Control for Multi-agent Systems with Gaussian Processes—0
A VAE-Bayesian Deep Learning Scheme for Solar Generation Forecasting based on Dimensionality Reduction—0
Sinusoidal Parameter Estimation from Signed Measurements via Majorization-Minimization Based RELAX—0
Forward and Backward Bellman equations improve the efficiency of EM algorithm for DEC-POMDP—0
LSDAT: Low-Rank and Sparse Decomposition for Decision-based Adversarial Attack—0
DCF-ASN: Coarse-to-fine Real-time Visual Tracking via Discriminative Correlation Filter and Attentional Siamese Network—0
K-expectiles clustering—0
RMP2: A Structured Composable Policy Class for Robot Learning—0
Analytically Tractable Inference in Deep Neural Networks—0
Loosely Synchronized Search for Multi-agent Path Finding with Asynchronous Actions—0
HTMD-Net: A Hybrid Masking-Denoising Approach to Time-Domain Monaural Singing Voice Separation—0
Accumulations of Projections--A Unified Framework for Random Sketches in Kernel Ridge Regression—0
Joint Network Topology Inference via Structured Fusion Regularization—0
Eigen-spectrograms: An interpretable feature space for bearing fault diagnosis based on artificial intelligence and image processing—0
Variance Reduced Median-of-Means Estimator for Byzantine-Robust Distributed Inference—0
Anharmonic Raman spectra simulation of crystals from deep neural networks—0
ForceNet: A Graph Neural Network for Large-Scale Quantum Calculations—0
Show:102550
← PrevPage 158 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified