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

Showing 21262150 of 4891 papers

TitleStatusHype
Enhancing Physics-Informed Neural Networks with a Hybrid Parallel Kolmogorov-Arnold and MLP Architecture0
Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference0
Enhancing Off-Grid One-Bit DOA Estimation with Learning-Based Sparse Bayesian Approach for Non-Uniform Sparse Array0
Joint Location and Velocity Estimation and Fundamental CRLB Analysis for Cell-Free MIMO-ISAC0
A New Statistical Framework for Genetic Pleiotropic Analysis of High Dimensional Phenotype Data0
A Deep Learning Algorithm for High-Dimensional Exploratory Item Factor Analysis0
Accurate Hand Keypoint Localization on Mobile Devices0
Enhancing Multi-hop Reasoning in Vision-Language Models via Self-Distillation with Multi-Prompt Ensembling0
CD-ROM: Complemented Deep-Reduced Order Model0
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection0
Enhancing GNNs Performance on Combinatorial Optimization by Recurrent Feature Update0
CCSNet: a deep learning modeling suite for CO_2 storage0
A new robust feature selection method using variance-based sensitivity analysis0
Enhancing Diffusion Models for High-Quality Image Generation0
Enhancing Diabetic Retinopathy Diagnosis: A Lightweight CNN Architecture for Efficient Exudate Detection in Retinal Fundus Images0
CCDSReFormer: Traffic Flow Prediction with a Criss-Crossed Dual-Stream Enhanced Rectified Transformer Model0
A New Proof for the Linear Filtering and Smoothing Equations, and Asymptotic Expansion of Nonlinear Filtering0
A Deep-Genetic Algorithm (Deep-GA) Approach for High-Dimensional Nonlinear Parabolic Partial Differential Equations0
Enhancing Cross-Modality Synthesis: Subvolume Merging for MRI-to-CT Conversion0
Enhancing Computation Efficiency in Large Language Models through Weight and Activation Quantization0
Enhancing Computational Efficiency of Motor Imagery BCI Classification with Block-Toeplitz Augmented Covariance Matrices and Siegel Metric0
Enhancing Computational Efficiency in Intensive Domains via Redundant Residue Number Systems0
CausalX: Causal Explanations and Block Multilinear Factor Analysis0
A New Parallel Adaptive Clustering and its Application to Streaming Data0
Enhancing Computational Efficiency in Multiscale Systems Using Deep Learning of Coordinates and Flow Maps0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified