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

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Showing 4701–4750 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
clcNet: Improving the Efficiency of Convolutional Neural Network using Channel Local ConvolutionsCode0
SIM-Shapley: A Stable and Computationally Efficient Approach to Shapley Value ApproximationCode0
YOLOv11: An Overview of the Key Architectural EnhancementsCode0
A False Discovery Rate Control Method Using a Fully Connected Hidden Markov Random Field for Neuroimaging DataCode0
Multi-Kernel Prediction Networks for Denoising of Burst ImagesCode0
Classification of Gleason Grading in Prostate Cancer Histopathology Images Using Deep Learning Techniques: YOLO, Vision Transformers, and Vision MambaCode0
An algorithm for two-player repeated games with imperfect public monitoringCode0
Development of a skateboarding trick classifier using accelerometry and machine learningCode0
Studying K-FAC Heuristics by Viewing Adam through a Second-Order LensCode0
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)Code0
Multi-level Wavelet-CNN for Image RestorationCode0
Multi-level Wavelet Convolutional Neural NetworksCode0
Detection of circular permutations by Protein Language ModelsCode0
Multilingual Hierarchical Attention Networks for Document ClassificationCode0
Multilingual Joint Fine-tuning of Transformer models for identifying Trolling, Aggression and Cyberbullying at TRAC 2020Code0
Statistical Mechanical Analysis of Neural Network PruningCode0
AdamNODEs: When Neural ODE Meets Adaptive Moment EstimationCode0
Systematic Weight Pruning of DNNs using Alternating Direction Method of MultipliersCode0
Single camera pose estimation using Bayesian filtering and Kinect motion priorsCode0
FAITH: Fast iterative half-plane focus of expansion estimation using event-based optic flowCode0
CLAQ: Pushing the Limits of Low-Bit Post-Training Quantization for LLMsCode0
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank EstimationCode0
Detecting Sexism in German Online Newspaper Comments with Open-Source Text Embeddings (Team GDA, GermEval2024 Shared Task 1: GerMS-Detect, Subtasks 1 and 2, Closed Track)Code0
Rare Event Detection in Imbalanced Multi-Class Datasets Using an Optimal MIP-Based Ensemble Weighting ApproachCode0
RDI: An adversarial robustness evaluation metric for deep neural networks based on model statistical featuresCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified