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 2601–2625 of 4891 papers

TitleStatusHype
Spatially Covariant Image Registration with Text PromptsCode1
Bias-Variance Trade-off in Physics-Informed Neural Networks with Randomized Smoothing for High-Dimensional PDEs—0
Automated Lane Merging via Game Theory and Branch Model Predictive ControlCode1
Online Importance Sampling for Stochastic Gradient Optimization—0
CRISP: Hybrid Structured Sparsity for Class-aware Model PruningCode0
Latent Diffusion Prior Enhanced Deep Unfolding for Snapshot Spectral Compressive ImagingCode1
Empirical Comparison between Cross-Validation and Mutation-Validation in Model Selection—0
Scalable CP Decomposition for Tensor Learning using GPU Tensor Cores—0
A projected nonlinear state-space model for forecasting time series signalsCode0
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource Constraints—0
Computational Explorations in Biomedicine: Unraveling Molecular Dynamics for Cancer, Drug Delivery, and Biomolecular Insights using LAMMPS Simulations—0
Novel OCT mosaicking pipeline with Feature- and Pixel-based registrationCode0
Linear-time online visibility graph transformation algorithm: for both natural and horizontal visibility criteria—0
Quantum-Enhanced Support Vector Machine for Large-Scale Stellar Classification with GPU Acceleration—0
Multi-Resolution Planar Region Extraction for Uneven Terrains—0
Neural Network Pruning by Gradient DescentCode0
FrePolad: Frequency-Rectified Point Latent Diffusion for Point Cloud Generation—0
Efficient Model Agnostic Approach for Implicit Neural Representation Based Arbitrary-Scale Image Super-Resolution—0
A Deep-Genetic Algorithm (Deep-GA) Approach for High-Dimensional Nonlinear Parabolic Partial Differential Equations—0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models—0
Deep Tensor Network—0
PEFT-MedAware: Large Language Model for Medical Awareness—0
Quantum Data Encoding: A Comparative Analysis of Classical-to-Quantum Mapping Techniques and Their Impact on Machine Learning Accuracy—0
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting—0
OrchestraLLM: Efficient Orchestration of Language Models for Dialogue State Tracking—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified