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

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Showing 2101–2150 of 4891 papers

TitleStatusHype
EPS-MoE: Expert Pipeline Scheduler for Cost-Efficient MoE Inference—0
EPNet: An Efficient Pyramid Network for Enhanced Single-Image Super-Resolution with Reduced Computational Requirements—0
Episodic Memory for Learning Subjective-Timescale Models—0
CFMD: Dynamic Cross-layer Feature Fusion for Salient Object Detection—0
An Extended Integral Unit Commitment Formulation and an Iterative Algorithm for Convex Hull Pricing—0
A Deep Learning Model for Traffic Flow State Classification Based on Smart Phone Sensor Data—0
3D Equivariant Pose Regression via Direct Wigner-D Harmonics Prediction—0
Entropy Adaptive Decoding: Dynamic Model Switching for Efficient Inference—0
CFIS-YOLO: A Lightweight Multi-Scale Fusion Network for Edge-Deployable Wood Defect Detection—0
Ensemble Learning Based Convex Approximation of Three-Phase Power Flow—0
CFARNet: Learning-Based High-Resolution Multi-Target Detection for Rainbow Beam Radar—0
An Explainable Reconfiguration-Based Optimization Algorithm for Industrial and Reliability-Redundancy Allocation Problems—0
ENOS: Energy-Aware Network Operator Search for Hybrid Digital and Compute-in-Memory DNN Accelerators—0
Enlarging Context with Low Cost: Efficient Arithmetic Coding with Trimmed Convolution—0
CerviXpert: A Multi-Structural Convolutional Neural Network for Predicting Cervix Type and Cervical Cell Abnormalities—0
Enhancing Transferability of Adversarial Attacks with GE-AdvGAN+: A Comprehensive Framework for Gradient Editing—0
A new weakly supervised approach for ALS point cloud semantic segmentation—0
A Deep Learning Framework for Boundary-Aware Semantic Segmentation—0
Enhancing Stochastic Optimization for Statistical Efficiency Using ROOT-SGD with Diminishing Stepsize—0
Enhancing Solution Efficiency in Reinforcement Learning: Leveraging Sub-GFlowNet and Entropy Integration—0
Certifiably Robust Interpretation via Renyi Differential Privacy—0
Enhancing Security in Federated Learning through Adaptive Consensus-Based Model Update Validation—0
Enhancing Retrieval Systems with Inference-Time Logical Reasoning—0
Cerebral cortical communication overshadows computational energy-use, but these combine to predict synapse number—0
Enhancing Price Prediction in Cryptocurrency Using Transformer Neural Network and Technical Indicators—0
Enhancing Physics-Informed Neural Networks with a Hybrid Parallel Kolmogorov-Arnold and MLP Architecture—0
Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference—0
Enhancing Off-Grid One-Bit DOA Estimation with Learning-Based Sparse Bayesian Approach for Non-Uniform Sparse Array—0
Joint Location and Velocity Estimation and Fundamental CRLB Analysis for Cell-Free MIMO-ISAC—0
A New Statistical Framework for Genetic Pleiotropic Analysis of High Dimensional Phenotype Data—0
A Deep Learning Algorithm for High-Dimensional Exploratory Item Factor Analysis—0
Accurate Hand Keypoint Localization on Mobile Devices—0
Enhancing Multi-hop Reasoning in Vision-Language Models via Self-Distillation with Multi-Prompt Ensembling—0
CD-ROM: Complemented Deep-Reduced Order Model—0
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection—0
Enhancing GNNs Performance on Combinatorial Optimization by Recurrent Feature Update—0
CCSNet: a deep learning modeling suite for CO_2 storage—0
A new robust feature selection method using variance-based sensitivity analysis—0
Enhancing Diffusion Models for High-Quality Image Generation—0
Enhancing Diabetic Retinopathy Diagnosis: A Lightweight CNN Architecture for Efficient Exudate Detection in Retinal Fundus Images—0
CCDSReFormer: Traffic Flow Prediction with a Criss-Crossed Dual-Stream Enhanced Rectified Transformer Model—0
A New Proof for the Linear Filtering and Smoothing Equations, and Asymptotic Expansion of Nonlinear Filtering—0
A Deep-Genetic Algorithm (Deep-GA) Approach for High-Dimensional Nonlinear Parabolic Partial Differential Equations—0
Enhancing Cross-Modality Synthesis: Subvolume Merging for MRI-to-CT Conversion—0
Enhancing Computation Efficiency in Large Language Models through Weight and Activation Quantization—0
Enhancing Computational Efficiency of Motor Imagery BCI Classification with Block-Toeplitz Augmented Covariance Matrices and Siegel Metric—0
Enhancing Computational Efficiency in Intensive Domains via Redundant Residue Number Systems—0
CausalX: Causal Explanations and Block Multilinear Factor Analysis—0
A New Parallel Adaptive Clustering and its Application to Streaming Data—0
Enhancing Computational Efficiency in Multiscale Systems Using Deep Learning of Coordinates and Flow Maps—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified