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 3551–3575 of 4891 papers

TitleStatusHype
An Integrated Artificial Intelligence Operating System for Advanced Low-Altitude Aviation Applications—0
An Interface Method for Co-simulation of EMT Model and Shifted Frequency EMT Model Based on Rotational Invariance Techniques—0
An MRC Framework for Semantic Role Labeling—0
Anomaly Detection Using Computer Vision: A Comparative Analysis of Class Distinction and Performance Metrics—0
Anomaly Detection with Tensor Networks—0
A Non-asymptotic comparison of SVRG and SGD: tradeoffs between compute and speed—0
A Non-commutative Bilinear Model for Answering Path Queries in Knowledge Graphs—0
An Online Prediction Algorithm for Reinforcement Learning with Linear Function Approximation using Cross Entropy Method—0
A Deep Unrolling Model with Hybrid Optimization Structure for Hyperspectral Image Deconvolution—0
A novel active learning-based Gaussian process metamodelling strategy for estimating the full probability distribution in forward UQ analysis—0
A Novel and Optimal Spectral Method for Permutation Synchronization—0
A Novel Channel Boosted Residual CNN-Transformer with Regional-Boundary Learning for Breast Cancer Detection—0
A Novel Feature Map Enhancement Technique Integrating Residual CNN and Transformer for Alzheimer Diseases Diagnosis—0
A Novel Membership Inference Attack against Dynamic Neural Networks by Utilizing Policy Networks Information—0
A Novel ML-driven Test Case Selection Approach for Enhancing the Performance of Grammatical Evolution—0
The Butterfly Effect in Primary Visual Cortex—0
A Novel Noise Injection-based Training Scheme for Better Model Robustness—0
A novel shape matching descriptor for real-time hand gesture recognition—0
A novel time-frequency Transformer based on self-attention mechanism and its application in fault diagnosis of rolling bearings—0
A numerically efficient output-only system-identification framework for stochastically forced self-sustained oscillators—0
An Unconstrained Symmetric Nonnegative Latent Factor Analysis for Large-scale Undirected Weighted Networks—0
An Unsupervised Approach to Ultrasound Elastography with End-to-end Strain Regularisation—0
A parsimonious, computationally efficient machine learning method for spatial regression—0
A partial likelihood approach to tree-based density modeling and its application in Bayesian inference—0
A Path Integral Approach for Time-Dependent Hamiltonians with Applications to Derivatives Pricing—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified