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 1351–1400 of 4891 papers

TitleStatusHype
Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems—0
Vehicular Road Crack Detection with Deep Learning: A New Online Benchmark for Comprehensive Evaluation of Existing Algorithms—0
A Two-Stage Rotation-Based Super-Resolution Signature Estimation for Spatial Wideband Systems—0
Enhancing Retrieval Systems with Inference-Time Logical Reasoning—0
Mixed-gradients Distributed Filtered Reference Least Mean Square Algorithm -- A Robust Distributed Multichannel Active Noise Control Algorithm—0
Causal Inference based Transfer Learning with LLMs: An Efficient Framework for Industrial RUL Prediction—0
PT-PINNs: A Parametric Engineering Turbulence Solver based on Physics-Informed Neural Networks—0
From S4 to Mamba: A Comprehensive Survey on Structured State Space Models—0
A Pathway to Near Tissue Computing through Processing-in-CTIA Pixels for Biomedical Applications—0
Token Dynamics: Towards Efficient and Dynamic Video Token Representation for Video Large Language Models—0
Distributed Consensus Optimization with Consensus ALADIN—0
Fast online node labeling with graph subsampling—0
Comparative Analysis of Deep Learning Models for Real-World ISP Network Traffic ForecastingCode0
The Morphology-Control Trade-Off: Insights into Soft Robotic Efficiency—0
Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS DemosaicingCode0
Temporal-Spatial Attention Network (TSAN) for DoS Attack Detection in Network Traffic—0
iFlame: Interleaving Full and Linear Attention for Efficient Mesh Generation—0
Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey—0
Acc3D: Accelerating Single Image to 3D Diffusion Models via Edge Consistency Guided Score Distillation—0
A Comprehensive Survey on Architectural Advances in Deep CNNs: Challenges, Applications, and Emerging Research Directions—0
Dynamic Power Flow Analysis and Fault Characteristics: A Graph Attention Neural Network—0
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation—0
A Novel Channel Boosted Residual CNN-Transformer with Regional-Boundary Learning for Breast Cancer Detection—0
Joint Design of Radar Receive Filter and Unimodular ISAC Waveform with Sidelobe Level Control—0
SemanticFlow: A Self-Supervised Framework for Joint Scene Flow Prediction and Instance Segmentation in Dynamic Environments—0
Dynamic Bi-Elman Attention Networks: A Dual-Directional Context-Aware Test-Time Learning for Text ClassificationCode0
Temporal Encoding Strategies for Energy Time Series PredictionCode0
Pruning-Based TinyML Optimization of Machine Learning Models for Anomaly Detection in Electric Vehicle Charging InfrastructureCode0
Online federated learning framework for classification—0
Machine learning surrogate models of many-body dispersion interactions in polymer melts—0
Enhanced Vascular Flow Simulations in Aortic Aneurysm via Physics-Informed Neural Networks and Deep Operator Networks—0
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks—0
Modular Distributed Nonconvex Learning with Error Feedback—0
Variational Autoencoded Multivariate Spatial Fay-Herriot Models—0
Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models—0
Involution and BSConv Multi-Depth Distillation Network for Lightweight Image Super-Resolution—0
Towards Better Sample Efficiency in Multi-Agent Reinforcement Learning via Exploration—0
MIXPINN: Mixed-Material Simulations by Physics-Informed Neural Network—0
BlobCtrl: A Unified and Flexible Framework for Element-level Image Generation and Editing—0
A Linearized Alternating Direction Multiplier Method for Federated Matrix Completion Problems—0
Decouple to Reconstruct: High Quality UHD Restoration via Active Feature Disentanglement and Reversible Fusion—0
GFSNetwork: Differentiable Feature Selection via Gumbel-Sigmoid RelaxationCode0
Towards Scalable Foundation Model for Multi-modal and Hyperspectral Geospatial Data—0
Personalize Anything for Free with Diffusion Transformer—0
A new graph-based surrogate model for rapid prediction of crashworthiness performance of vehicle panel components—0
AI-Powered Automated Model Construction for Patient-Specific CFD Simulations of Aortic Flows—0
Data-Driven Approximation of Binary-State Network Reliability Function: Algorithm Selection and Reliability Thresholds for Large-Scale Systems—0
Applications of Large Language Model Reasoning in Feature Generation—0
Context-Aware Rule Mining Using a Dynamic Transformer-Based Framework—0
FlowKac: An Efficient Neural Fokker-Planck solver using Temporal Normalizing flows and the Feynman Kac-FormulaCode0
Show:102550
← PrevPage 28 of 98Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified