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 2126–2150 of 4891 papers

TitleStatusHype
Efficient Ensembles Improve Training Data Attribution—0
AdaFisher: Adaptive Second Order Optimization via Fisher InformationCode2
Node Identifiers: Compact, Discrete Representations for Efficient Graph LearningCode1
vHeat: Building Vision Models upon Heat ConductionCode3
Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection—0
Expert-Token Resonance: Redefining MoE Routing through Affinity-Driven Active Selection—0
MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion SegmentationCode0
FTMixer: Frequency and Time Domain Representations Fusion for Time Series ModelingCode1
MonoDETRNext: Next-Generation Accurate and Efficient Monocular 3D Object Detector—0
Blaze3DM: Marry Triplane Representation with Diffusion for 3D Medical Inverse Problem Solving—0
Efficient Degradation-aware Any Image Restoration—0
PoinTramba: A Hybrid Transformer-Mamba Framework for Point Cloud AnalysisCode2
Repetita Iuvant: Data Repetition Allows SGD to Learn High-Dimensional Multi-Index FunctionsCode0
A Survey of Distributed Learning in Cloud, Mobile, and Edge Settings—0
Computation-efficient Virtual Sensing Approach with Multichannel Adjoint Least Mean Square Algorithm—0
LiteVAE: Lightweight and Efficient Variational Autoencoders for Latent Diffusion Models—0
An Empirical Study of Training State-of-the-Art LiDAR Segmentation Models—0
Graphlets correct for the topological information missed by random walks—0
Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-ContrastCode1
Graph neural networks informed locally by thermodynamicsCode0
3DSS-Mamba: 3D-Spectral-Spatial Mamba for Hyperspectral Image Classification—0
Enhancing Transformer-based models for Long Sequence Time Series Forecasting via Structured MatrixCode0
Efficient Economic Model Predictive Control of Water Treatment Process with Learning-based Koopman Operator—0
Learning Causal Dynamics Models in Object-Oriented EnvironmentsCode0
Wav-KAN: Wavelet Kolmogorov-Arnold NetworksCode2
Show:102550
← PrevPage 86 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified