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 3351–3375 of 4891 papers

TitleStatusHype
Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG SignalsCode0
A robust method for reliability updating with equality information using sequential adaptive importance sampling—0
Agnostic PAC Learning of k-juntas Using L2-Polynomial Regression—0
Radio astronomical images object detection and segmentation: A benchmark on deep learning methods—0
Fast Latent Factor Analysis via a Fuzzy PID-Incorporated Stochastic Gradient Descent Algorithm—0
TMHOI: Translational Model for Human-Object Interaction Detection—0
Scatter-based common spatial patterns -- a unified spatial filtering framework—0
Maximizing Spatio-Temporal Entropy of Deep 3D CNNs for Efficient Video Recognition—0
Iterative Approximate Cross-ValidationCode0
CAMEL: Curvature-Augmented Manifold Embedding and Learning—0
Data Association Aware POMDP Planning with Hypothesis Pruning Performance Guarantees—0
Switched Lyapunov Function based Controller Synthesis for Networked Control Systems: A Computationally Inexpensive Approach—0
The Virtues of Laziness in Model-based RL: A Unified Objective and AlgorithmsCode0
Efficient Explorative Key-term Selection Strategies for Conversational Contextual BanditsCode0
U-Statistics for Importance-Weighted Variational Inference—0
A Reinforcement Learning Approach for Scheduling Problems With Improved Generalization Through Order Swapping—0
Suitability of Quantized DEVS LIM Methods for Simulation of Power Systems—0
Direct Estimation of Parameters in ODE Models Using WENDy: Weak-form Estimation of Nonlinear DynamicsCode0
Efficient Ensemble for Multimodal Punctuation Restoration using Time-Delay Neural NetworkCode0
VIPeR: Provably Efficient Algorithm for Offline RL with Neural Function ApproximationCode0
A Targeted Accuracy Diagnostic for Variational ApproximationsCode0
Transformers in Single Object Tracking: An Experimental Survey—0
Slim U-Net: Efficient Anatomical Feature Preserving U-net Architecture for Ultrasound Image Segmentation—0
Kinematics and Dynamics Modeling of 7 Degrees of Freedom Human Lower Limb Using Dual Quaternions Algebra—0
Refining a k-nearest neighbor graph for a computationally efficient spectral clusteringCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified