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 4701–4725 of 4891 papers

TitleStatusHype
Fast Discrete Distribution Clustering Using Wasserstein Barycenter with Sparse SupportCode0
Cluster-Driven Expert Pruning for Mixture-of-Experts Large Language ModelsCode0
MSSTN: Multi-Scale Spatial Temporal Network for Air Pollution PredictionCode0
Fast Decision Boundary based Out-of-Distribution DetectorCode0
MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion SegmentationCode0
SimiGrad: Fine-Grained Adaptive Batching for Large Scale Training using Gradient Similarity MeasurementCode0
Fast Counting in Machine Learning ApplicationsCode0
Fast CapsNet for Lung Cancer ScreeningCode0
Significance Tests for Neural NetworksCode0
Uncertainty Quantification with Bayesian Higher Order ReLU KANsCode0
Multiagent Rollout Algorithms and Reinforcement LearningCode0
Accelerated Structured Alternating Projections for Robust Spectrally Sparse Signal RecoveryCode0
Multi-body SE(3) Equivariance for Unsupervised Rigid Segmentation and Motion EstimationCode0
Fast and Reliable Evaluation of Adversarial Robustness with Minimum-Margin AttackCode0
Diff-GO^n: Enhancing Diffusion Models for Goal-Oriented CommunicationsCode0
FAMED-Net: A Fast and Accurate Multi-scale End-to-end Dehazing NetworkCode0
Falcon: Fair Active Learning using Multi-armed BanditsCode0
DiffFormer: a Differential Spatial-Spectral Transformer for Hyperspectral Image ClassificationCode0
Faithful Group Shapley ValueCode0
Augmented Memory for Correlation Filters in Real-Time UAV TrackingCode0
Radio Map Estimation via Latent Domain Plug-and-Play DenoisingCode0
Radon cumulative distribution transform subspace modeling for image classificationCode0
Differentiable probabilistic models of scientific imaging with the Fourier slice theoremCode0
CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric TransformationCode0
AttriReBoost: A Gradient-Free Propagation Optimization Method for Cold Start Mitigation in Attribute Missing GraphsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified