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

Showing 23012325 of 4891 papers

TitleStatusHype
High Order Collaboration-Oriented Federated Graph Neural Network for Accurate QoS Prediction0
HSfM: Hybrid Structure-from-Motion0
HSIDMamba: Exploring Bidirectional State-Space Models for Hyperspectral Denoising0
HSLiNets: Hyperspectral Image and LiDAR Data Fusion Using Efficient Dual Non-Linear Feature Learning Networks0
HTMD-Net: A Hybrid Masking-Denoising Approach to Time-Domain Monaural Singing Voice Separation0
Deep Adaptive Interest Network: Personalized Recommendation with Context-Aware Learning0
Human Activity Recognition Using Cascaded Dual Attention CNN and Bi-Directional GRU Framework0
Effective Probabilistic Time Series Forecasting with Fourier Adaptive Noise-Separated Diffusion0
High Fidelity Text-to-Speech Via Discrete Tokens Using Token Transducer and Group Masked Language Model0
Hybrid Adaptive Modeling using Neural Networks Trained with Nonlinear Dynamics Based Features0
Hybrid Algorithm Selection and Hyperparameter Tuning on Distributed Machine Learning Resources: A Hierarchical Agent-based Approach0
A Survey on Computationally Efficient Neural Architecture Search0
Hybrid Deep Learning for Legal Text Analysis: Predicting Punishment Durations in Indonesian Court Rulings0
Hybrid Firefly-Genetic Algorithm for Single and Multi-dimensional 0-1 Knapsack Problems0
A Survey on the Integration of Machine Learning with Sampling-based Motion Planning0
Integrating Agent-Based and Compartmental Models for Infectious Disease Modeling: A Novel Hybrid Approach0
NeuralFactors: A Novel Factor Learning Approach to Generative Modeling of Equities0
Hybrid machine learning based scale bridging framework for permeability prediction of fibrous structures0
DCT-SNN: Using DCT To Distribute Spatial Information Over Time for Low-Latency Spiking Neural Networks0
High-fidelity Multiphysics Modelling for Rapid Predictions Using Physics-informed Parallel Neural Operator0
Hybrid Real- and Complex-valued Neural Network Architecture0
Hybrid SNN-ANN: Energy-Efficient Classification and Object Detection for Event-Based Vision0
Hybrid Supervised and Reinforcement Learning for the Design and Optimization of Nanophotonic Structures0
Hybrid Temporal Differential Consistency Autoencoder for Efficient and Sustainable Anomaly Detection in Cyber-Physical Systems0
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified