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 1376–1400 of 4891 papers

TitleStatusHype
Flow Annealed Importance Sampling Bootstrap meets Differentiable Particle PhysicsCode0
Dynamic Causal Models of Time-Varying Connectivity—0
Debiasing Classifiers by Amplifying Bias with Latent Diffusion and Large Language Models—0
LeMoLE: LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting—0
Broad Critic Deep Actor Reinforcement Learning for Continuous Control—0
LTCF-Net: A Transformer-Enhanced Dual-Channel Fourier Framework for Low-Light Image Restoration—0
Efficient Ternary Weight Embedding Model: Bridging Scalability and PerformanceCode0
LDM-Morph: Latent diffusion model guided deformable image registrationCode1
Multi-scale Cascaded Large-Model for Whole-body ROI SegmentationCode0
TANGNN: a Concise, Scalable and Effective Graph Neural Networks with Top-m Attention Mechanism for Graph Representation LearningCode0
Fast High-Quality Enhanced Imaging Algorithm for Layered Dielectric Targets Based on MMW MIMO-SAR System—0
MambaIRv2: Attentive State Space RestorationCode5
Global spatio-temporal downscaling of ERA5 precipitation through generative AI—0
Noise-Aware Ensemble Learning for Efficient Radar Modulation Recognition—0
Comparative Study of Neural Network Methods for Solving Topological Solitons—0
Recursive Gaussian Process State Space ModelCode1
Nd-BiMamba2: A Unified Bidirectional Architecture for Multi-Dimensional Data ProcessingCode3
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series ClassificationCode0
A New Way: Kronecker-Factored Approximate Curvature Deep Hedging and its BenefitsCode0
Double Machine Learning for Adaptive Causal Representation in High-Dimensional Data—0
Implicit and Parametric Avatar Pose and Shape Estimation From a Single Frontal Image of a Clothed HumanCode0
Efficient Spatio-Temporal Signal Recognition on Edge Devices Using PointLCA-Net—0
Fast Stochastic MPC using Affine Disturbance Feedback Gains Learned Offline—0
Analytical Formula for Fractional-Order Conditional Moments of Nonlinear Drift CEV Process with Regime Switching: Hybrid Approach with Applications—0
Variational Autoencoders for Efficient Simulation-Based Inference—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified