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 2951–2975 of 4891 papers

TitleStatusHype
Feature Aggregating Network with Inter-Frame Interaction for Efficient Video Super-Resolution—0
Subspace Hybrid MVDR Beamforming for Augmented Hearing—0
SAIBench: A Structural Interpretation of AI for Science Through Benchmarks—0
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly DetectionCode0
LayerCollapse: Adaptive compression of neural networks—0
MobileDiffusion: Instant Text-to-Image Generation on Mobile Devices—0
FakeWatch ElectionShield: A Benchmarking Framework to Detect Fake News for Credible US Elections—0
Spatially Adaptive Cloth Regression with Implicit Neural Representations—0
Bias-Variance Trade-off in Physics-Informed Neural Networks with Randomized Smoothing for High-Dimensional PDEs—0
Online Importance Sampling for Stochastic Gradient Optimization—0
CRISP: Hybrid Structured Sparsity for Class-aware Model PruningCode0
Empirical Comparison between Cross-Validation and Mutation-Validation in Model Selection—0
A projected nonlinear state-space model for forecasting time series signalsCode0
Scalable CP Decomposition for Tensor Learning using GPU Tensor Cores—0
REDS: Resource-Efficient Deep Subnetworks for Dynamic Resource Constraints—0
Multi-Resolution Planar Region Extraction for Uneven Terrains—0
Linear-time online visibility graph transformation algorithm: for both natural and horizontal visibility criteria—0
Novel OCT mosaicking pipeline with Feature- and Pixel-based registrationCode0
Neural Network Pruning by Gradient DescentCode0
Quantum-Enhanced Support Vector Machine for Large-Scale Stellar Classification with GPU Acceleration—0
Computational Explorations in Biomedicine: Unraveling Molecular Dynamics for Cancer, Drug Delivery, and Biomolecular Insights using LAMMPS Simulations—0
FrePolad: Frequency-Rectified Point Latent Diffusion for Point Cloud Generation—0
A Deep-Genetic Algorithm (Deep-GA) Approach for High-Dimensional Nonlinear Parabolic Partial Differential Equations—0
Efficient Model Agnostic Approach for Implicit Neural Representation Based Arbitrary-Scale Image Super-Resolution—0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified