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 2276–2300 of 4891 papers

TitleStatusHype
Box-level Segmentation Supervised Deep Neural Networks for Accurate and Real-time Multispectral Pedestrian Detection—0
An Efficient Privacy-aware Split Learning Framework for Satellite Communications—0
Ada-SISE: Adaptive Semantic Input Sampling for Efficient Explanation of Convolutional Neural Networks—0
Efficient safe learning for controller tuning with experimental validation—0
Efficient Representations for High-Cardinality Categorical Variables in Machine Learning—0
Efficient Relational Learning with Hidden Variable Detection—0
Bottom-up robust modeling for the foraging behavior of Physarum polycephalum—0
An efficient optimization based microstructure reconstruction approach with multiple loss functions—0
Efficient Regularized Least-Squares Algorithms for Conditional Ranking on Relational Data—0
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence—0
Noise-Aware Ensemble Learning for Efficient Radar Modulation Recognition—0
BOOST: Microgrid Sizing using Ordinal Optimization—0
An Efficient Multi Quantile Regression Network with Ad Hoc Prevention of Quantile Crossing—0
EfficientPose 6D: Scalable and Efficient 6D Object Pose Estimation—0
Efficient Polyp Segmentation Via Integrity Learning—0
Efficient Parallel Audio Generation using Group Masked Language Modeling—0
Efficient PAC Learning from the Crowd—0
Efficient Output Kernel Learning for Multiple Tasks—0
Efficient or Powerful? Trade-offs Between Machine Learning and Deep Learning for Mental Illness Detection on Social Media—0
Boosting Multimodal Reasoning with MCTS-Automated Structured Thinking—0
An Efficient Method for online Detection of Polychronous Patterns in Spiking Neural Network—0
Acceleration and Parallelization Methods for ISRS EGN Model—0
Efficient Oriented Object Detection with Enhanced Small Object Recognition in Aerial Images—0
Efficient Optimization Accelerator Framework for Multistate Ising Problems—0
Efficient Online Hyperparameter Optimization for Kernel Ridge Regression with Applications to Traffic Time Series Prediction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified