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 40264050 of 4891 papers

TitleStatusHype
DCT-SNN: Using DCT To Distribute Spatial Information Over Time for Low-Latency Spiking Neural Networks0
Debiasing Classifiers by Amplifying Bias with Latent Diffusion and Large Language Models0
Decision Machines: Congruent Decision Trees0
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation0
Decouple to Reconstruct: High Quality UHD Restoration via Active Feature Disentanglement and Reversible Fusion0
Deep Active Contours for Real-time 6-DoF Object Tracking0
Deep Adaptive Interest Network: Personalized Recommendation with Context-Aware Learning0
Deep-and-Wide Learning: Enhancing Data-Driven Inference via Synergistic Learning of Inter- and Intra-Data Representations0
Deep Auto-Deferring Policy for Combinatorial Optimization0
Deep Bag-of-Words Model: An Efficient and Interpretable Relevance Architecture for Chinese E-Commerce0
Deep Convolutional Neural Networks: A survey of the foundations, selected improvements, and some current applications0
Deep Dynamics: Vehicle Dynamics Modeling with a Physics-Constrained Neural Network for Autonomous Racing0
DeepF-fNet: a physics-informed neural network for vibration isolation optimization0
Deep FisherNet for Object Classification0
DeepFracture: A Generative Approach for Predicting Brittle Fractures with Neural Discrete Representation Learning0
Deep Fusion of Ultra-Low-Resolution Thermal Camera and Gyroscope Data for Lighting-Robust and Compute-Efficient Rotational Odometry0
Online Learning Koopman operator for closed-loop electrical neurostimulation in epilepsy0
Deep Koopman Learning of Nonlinear Time-Varying Systems0
Deep Learning-Accelerated 3D Carbon Storage Reservoir Pressure Forecasting Based on Data Assimilation Using Surface Displacement from InSAR0
Deep Learning-Based Approach for Automatic 2D and 3D MRI Segmentation of Gliomas0
Deep Learning-based Facial Appearance Simulation Driven by Surgically Planned Craniomaxillofacial Bony Movement0
Deep Learning based Model-free Robust Load Restoration to Enhance Bulk System Resilience with Wind Power Penetration0
Deep Learning-based surrogate models for parametrized PDEs: handling geometric variability through graph neural networks0
Deep Learning-Enhanced Preconditioning for Efficient Conjugate Gradient Solvers in Large-Scale PDE Systems0
Deep Learning for In-Orbit Cloud Segmentation and Classification in Hyperspectral Satellite Data0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified