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 1051–1075 of 4891 papers

TitleStatusHype
ACL: Activating Capability of Linear Attention for Image Restoration—0
Client Selection Strategies for Federated Semantic Communications in Heterogeneous IoT Networks—0
An Integer Polynomial Programming Based Framework for Lifted MAP Inference—0
An Integer Clustering Approach for Modeling Large-Scale EV Fleets with Guaranteed Performance—0
Class-relevant Patch Embedding Selection for Few-Shot Image Classification—0
A Diagrammatic Approach to Improve Computational Efficiency in Group Equivariant Neural Networks—0
Doubly Stochastic Adaptive Neighbors Clustering via the Marcus Mapping—0
Deployment Pipeline from Rockpool to Xylo for Edge Computing—0
Classification of residential and non-residential buildings based on satellite data using deep learning—0
Classification of Power Quality Disturbances Using Resnet with Channel Attention Mechanism—0
An Innovative Networks in Federated Learning—0
Classification of Occluded Objects using Fast Recurrent Processing—0
An Initial Seed Selection Algorithm for K-means Clustering of Georeferenced Data to Improve Replicability of Cluster Assignments for Mapping Application—0
A Derivative-free Method for Quantum Perceptron Training in Multi-layered Neural Networks—0
Dependency-Aware Semi-Structured Sparsity of GLU Variants in Large Language Models—0
A DenseNet Based Approach for Multi-Frame In-Loop Filter in HEVC—0
An inexact Newton-Krylov algorithm for constrained diffeomorphic image registration—0
3D Gaussian Adaptive Reconstruction for Fourier Light-Field Microscopy—0
CLAMP: Majorized Plug-and-Play for Coherent 3D LIDAR Imaging—0
An Improved Frequent Directions Algorithm for Low-Rank Approximation via Block Krylov Iteration—0
Density Approximation of Affine Jump Diffusions via Closed-Form Moment Matching—0
Dependent Matérn Processes for Multivariate Time Series—0
DepthGAN: GAN-based Depth Generation of Indoor Scenes from Semantic Layouts—0
Detecting Redundant Health Survey Questions Using Language-agnostic BERT Sentence Embedding (LaBSE)—0
An Improved Finite Element Modeling Method for Triply Periodic Minimal Surface Structures Based on Element Size and Minimum Jacobian—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified