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 2201–2250 of 4891 papers

TitleStatusHype
Interpretable Data-driven Anomaly Detection in Industrial Processes with ExIFFI—0
HandS3C: 3D Hand Mesh Reconstruction with State Space Spatial Channel Attention from RGB images—0
Accelerated Fully First-Order Methods for Bilevel and Minimax Optimization—0
Variational Bayesian Methods for a Tree-Structured Stick-Breaking Process Mixture of Gaussians by Application of the Bayes Codes for Context Tree Models—0
Enhanced Textual Feature Extraction for Visual Question Answering: A Simple Convolutional Approach—0
Soft Preference Optimization: Aligning Language Models to Expert Distributions—0
Neural Dynamic Data Valuation—0
Distributed Traffic Signal Control via Coordinated Maximum Pressure-plus-Penalty—0
Online and Offline Robust Multivariate Linear Regression—0
GMC-PINNs: A new general Monte Carlo PINNs method for solving fractional partial differential equations on irregular domains—0
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice AttentionCode1
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language ProcessingCode3
SuperCLUE-Fin: Graded Fine-Grained Analysis of Chinese LLMs on Diverse Financial Tasks and Applications—0
Landmark Alternating Diffusion—0
Spectral-Spatial Mamba for Hyperspectral Image ClassificationCode1
Open-Source Drift Detection Tools in Action: Insights from Two Use Cases—0
Enhancing Computational Efficiency in Multiscale Systems Using Deep Learning of Coordinates and Flow Maps—0
Implicit Generative Prior for Bayesian Neural NetworksCode0
One-Shot Image Restoration—0
Defect Localization Using Region of Interest and Histogram-Based Enhancement Approaches in 3D-Printing—0
Latent Modulated Function for Computational Optimal Continuous Image RepresentationCode2
ST-MambaSync: The Complement of Mamba and Transformers for Spatial-Temporal in Traffic Flow Prediction—0
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting—0
Detection of circular permutations by Protein Language ModelsCode0
Advances and Open Challenges in Federated Foundation Models—0
ML-based identification of the interface regions for coupling local and nonlocal models—0
Forecasting the Forced van der Pol Equation with Frequent Phase Shifts Using Reservoir Computing—0
Efficient Transformer Encoders for Mask2Former-style modelsCode0
Taming Diffusion Probabilistic Models for Character ControlCode3
A general framework for supporting economic feasibility of generator and storage energy systems through capacity and dispatch optimizationCode0
Adaptive Bayesian Optimization for High-Precision Motion Systems—0
Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order ConnectivityCode1
DynaMMo: Dynamic Model Merging for Efficient Class Incremental Learning for Medical ImagesCode0
MultiBooth: Towards Generating All Your Concepts in an Image from TextCode2
Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications—0
LEMDA: A Novel Feature Engineering Method for Intrusion Detection in IoT Systems—0
ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction—0
AMMUNet: Multi-Scale Attention Map Merging for Remote Sensing Image SegmentationCode0
Music Consistency Models—0
Leveraging Visibility Graphs for Enhanced Arrhythmia Classification with Graph Convolutional NetworksCode0
A Point-Based Approach to Efficient LiDAR Multi-Task Perception—0
Proteus: Preserving Model Confidentiality during Graph OptimizationsCode0
Partial Large Kernel CNNs for Efficient Super-ResolutionCode2
Analytical results for uncertainty propagation through trained machine learning regression models—0
LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory—0
Stepwise Alignment for Constrained Language Model Policy OptimizationCode0
Comprehensive Survey of Model Compression and Speed up for Vision Transformers—0
Node Similarities under Random Projections: Limits and Pathological Cases—0
HSIDMamba: Exploring Bidirectional State-Space Models for Hyperspectral Denoising—0
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker DecompositionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified