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 2751–2800 of 4891 papers

TitleStatusHype
HyperLISTA-ABT: An Ultra-light Unfolded Network for Accurate Multi-component Differential Tomographic SAR Inversion—0
A parsimonious, computationally efficient machine learning method for spatial regression—0
An Enhanced Low-Resolution Image Recognition Method for Traffic Environments—0
Feature Normalization Prevents Collapse of Non-contrastive Learning Dynamics—0
Improving Facade Parsing with Vision Transformers and Line IntegrationCode1
Partial Transport for Point-Cloud Registration—0
Balancing Computational Efficiency and Forecast Error in Machine Learning-based Time-Series Forecasting: Insights from Live Experiments on Meteorological Nowcasting—0
Advanced Volleyball Stats for All Levels: Automatic Setting Tactic Detection and Classification with a Single CameraCode0
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernelsCode1
AsymFormer: Asymmetrical Cross-Modal Representation Learning for Mobile Platform Real-Time RGB-D Semantic SegmentationCode1
Accelerating Machine Learning Algorithms with Adaptive Sampling—0
Tackling Intertwined Data and Device Heterogeneities in Federated Learning with Unlimited StalenessCode0
Nonparametric mixed logit model with market-level parameters estimated from market share data—0
Evidential Deep Learning: Enhancing Predictive Uncertainty Estimation for Earth System Science ApplicationsCode1
Efficient N:M Sparse DNN Training Using Algorithm, Architecture, and Dataflow Co-Design—0
Bridging Sensor Gaps via Attention Gated Tuning for Hyperspectral Image ClassificationCode0
Prompt Tuned Embedding Classification for Multi-Label Industry Sector AllocationCode1
Benchmarking quantized LLaMa-based models on the Brazilian Secondary School Exam—0
A Dynamic Linear Bias Incorporation Scheme for Nonnegative Latent Factor Analysis—0
FRAMU: Attention-based Machine Unlearning using Federated Reinforcement Learning—0
Source-free Active Domain Adaptation for Diabetic Retinopathy Grading Based on Ultra-wide-field Fundus ImageCode0
Posterior sampling algorithms for unsupervised speech enhancement with recurrent variational autoencoder—0
Learning Dynamic MRI Reconstruction with Convolutional Network Assisted Reconstruction Swin Transformer—0
Asynchronous Perception-Action-Communication with Graph Neural Networks—0
An Autonomous Vision-Based Algorithm for Interplanetary Navigation—0
FrameRS: A Video Frame Compression Model Composed by Self supervised Video Frame Reconstructor and Key Frame SelectorCode0
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation—0
Astrocyte-Integrated Dynamic Function Exchange in Spiking Neural Networks—0
Efficient Polyp Segmentation Via Integrity Learning—0
Scaling Laws for Sparsely-Connected Foundation Models—0
Optimizing Deep Decarbonization Pathways in California with Power System Planning Using Surrogate Level-based Lagrangian Relaxation—0
Native Language Identification with Big Bird EmbeddingsCode0
Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal ContrastCode1
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion ModelsCode0
Hybrid Algorithm Selection and Hyperparameter Tuning on Distributed Machine Learning Resources: A Hierarchical Agent-based Approach—0
Computation of safe disturbance sets using implicit RPI sets—0
Geometry Enhanced Optimal Control Technique for Acrobatic Flip Motion of Quadcopter—0
Effective Real Image Editing with Accelerated Iterative Diffusion Inversion—0
LMBiS-Net: A Lightweight Multipath Bidirectional Skip Connection based CNN for Retinal Blood Vessel SegmentationCode0
HAct: Out-of-Distribution Detection with Neural Net Activation Histograms—0
Large Language Models Are Not Robust Multiple Choice SelectorsCode1
Short-Term Load Forecasting Using A Particle-Swarm Optimized Multi-Head Attention-Augmented CNN-LSTM Network—0
Simulating room transfer functions between transducers mounted on audio devices using a modified image source methodCode1
CLEANing Cygnus A deep and fast with R2D2—0
Priority Queue Formulation of Agent-Based Bathtub Model for Network Trip Flows in the Relative Space—0
ADC/DAC-Free Analog Acceleration of Deep Neural Networks with Frequency Transformation—0
Structured Radial Basis Function Network: Modelling Diversity for Multiple Hypotheses Prediction—0
Bypassing the Simulator: Near-Optimal Adversarial Linear Contextual Bandits—0
Multi-stage Deep Learning Artifact Reduction for Pallel-beam Computed Tomography—0
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth EstimationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified