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 1551–1600 of 4891 papers

TitleStatusHype
A Bootstrap-based Method for Testing Network SimilarityCode0
Federated Learning for Time-Series Healthcare Sensing with Incomplete ModalitiesCode0
Feedback Gradient Descent: Efficient and Stable Optimization with Orthogonality for DNNsCode0
CvT-ASSD: Convolutional vision-Transformer Based Attentive Single Shot MultiBox DetectorCode0
FDAPT: Federated Domain-adaptive Pre-training for Language ModelsCode0
A GPU Implementation of Multi-Guiding Spark Fireworks Algorithm for Efficient Black-Box Neural Network OptimizationCode0
FD-Net: An Unsupervised Deep Forward-Distortion Model for Susceptibility Artifact Correction in EPICode0
Curbing Task Interference using Representation Similarity-Guided Multi-Task Feature SharingCode0
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
Feed-Forward Optimization With Delayed Feedback for Neural NetworksCode0
Flow Annealed Importance Sampling Bootstrap meets Differentiable Particle PhysicsCode0
RDI-Net: Relational Dynamic Inference NetworksCode0
Real-Time Brain Tumor Detection in Intraoperative Ultrasound Using YOLO11: From Model Training to Deployment in the Operating RoomCode0
Real-Time Correlation Tracking via Joint Model Compression and TransferCode0
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across DomainsCode0
Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methodsCode0
Fast Incremental von Neumann Graph Entropy Computation: Theory, Algorithm, and ApplicationsCode0
FastLexRank: Efficient Lexical Ranking for Structuring Social Media PostsCode0
CrowdSplat: Exploring Gaussian Splatting For Crowd RenderingCode0
Fast Fair Regression via Efficient Approximations of Mutual InformationCode0
Fast Counting in Machine Learning ApplicationsCode0
Boosting MLPs with a Coarsening Strategy for Long-Term Time Series ForecastingCode0
Fast CapsNet for Lung Cancer ScreeningCode0
Efficient Quantification and Representation of Aggregate Flexibility in Electric VehiclesCode0
Fast Decision Boundary based Out-of-Distribution DetectorCode0
Cross Language Soccer Framework: An Open Source Framework for the RoboCup 2D Soccer SimulationCode0
Agentic AI for Behavior-Driven Development Testing Using Large Language ModelsCode0
Fast Discrete Distribution Clustering Using Wasserstein Barycenter with Sparse SupportCode0
Refining Salience-Aware Sparse Fine-Tuning Strategies for Language ModelsCode0
Accelerated Structured Alternating Projections for Robust Spectrally Sparse Signal RecoveryCode0
Cross-D Conv: Cross-Dimensional Transferable Knowledge Base via Fourier Shifting OperationCode0
Boundary Graph Neural Networks for 3D SimulationsCode0
Cross-Context Backdoor Attacks against Graph Prompt LearningCode0
FasterVideo: Efficient Online Joint Object Detection And TrackingCode0
Fast Multi-grid Methods for Minimizing Curvature EnergyCode0
Criteria Tell You More than Ratings: Criteria Preference-Aware Light Graph Convolution for Effective Multi-Criteria RecommendationCode0
Criteria-Aware Graph Filtering: Extremely Fast Yet Accurate Multi-Criteria RecommendationCode0
A Runtime-Adaptive Transformer Neural Network Accelerator on FPGAsCode0
CRISP: Hybrid Structured Sparsity for Class-aware Model PruningCode0
FAMED-Net: A Fast and Accurate Multi-scale End-to-end Dehazing NetworkCode0
Falcon: Fair Active Learning using Multi-armed BanditsCode0
FairViT: Fair Vision Transformer via Adaptive MaskingCode0
Expressive Score-Based Priors for Distribution Matching with Geometry-Preserving RegularizationCode0
FAITH: Fast iterative half-plane focus of expansion estimation using event-based optic flowCode0
Exploring the effects of robotic design on learning and neural controlCode0
Exploring the Open World Using Incremental Extreme Value MachinesCode0
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series ClassificationCode0
HSRMamba: Efficient Wavelet Stripe State Space Model for Hyperspectral Image Super-ResolutionCode0
Exploring Molecule Generation Using Latent Space Graph DiffusionCode0
Exploring Tokenization Strategies and Vocabulary Sizes for Enhanced Arabic Language ModelsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified