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 2376–2400 of 4891 papers

TitleStatusHype
Efficient Data Shapley for Weighted Nearest Neighbor Algorithms—0
Efficient Data-Driven Geologic Feature Detection from Pre-stack Seismic Measurements using Randomized Machine-Learning Algorithm—0
An Axiomatic Theory of Provably-Fair Welfare-Centric Machine Learning—0
Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition—0
EfficientCrackNet: A Lightweight Model for Crack Segmentation—0
Efficient Convolutional Neural Network Training with Direct Feedback Alignment—0
Efficient Convolutional Forward Modeling and Sparse Coding in Multichannel Imaging—0
Bidirectional Long-Range Parser for Sequential Data Understanding—0
An Autonomous Vision-Based Algorithm for Interplanetary Navigation—0
Accelerating Spherical k-Means—0
Energy-Efficient Deep Learning for Traffic Classification on Microcontrollers—0
Efficient Computation of Relative Pose for Multi-Camera Systems—0
Efficient CNNs via Passive Filter Pruning—0
Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling—0
Efficient Classification for Metric Data—0
Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach—0
Bias-Variance Trade-off in Physics-Informed Neural Networks with Randomized Smoothing for High-Dimensional PDEs—0
An Attention-LSTM Hybrid Model for the Coordinated Routing of Multiple Vehicles—0
Efficient Brain Tumor Classification with Lightweight CNN Architecture: A Novel Approach—0
Efficient Bilinear Attention-based Fusion for Medical Visual Question Answering—0
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding—0
Efficient Assessment of Electricity Distribution Network Adequacy with the Cross-Entropy Method—0
Beyond Traditional Beamforming: Singular Vector Projection for MU-MIMO—0
Adaptive Multi-resolution Hash-Encoding Framework for INR-based Dental CBCT Reconstruction with Truncated FOV—0
Efficient and Scalable Multi-task Regression on Massive Number of Tasks—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified