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 34513500 of 4891 papers

TitleStatusHype
Reducing Catastrophic Forgetting in Neural Networks via Gaussian Mixture Approximation0
ConvMAE: Masked Convolution Meets Masked AutoencodersCode2
Applications of Reinforcement Learning in Deregulated Power Market: A Comprehensive Review0
FRC-TOuNN: Topology Optimization of Continuous Fiber Reinforced Composites using Neural Network0
Scalable computation of prediction intervals for neural networks via matrix sketching0
PI-NLF: A Proportional-Integral Approach for Non-negative Latent Factor Analysis0
ImPosing: Implicit Pose Encoding for Efficient Visual Localization0
DeeptDCS: Deep Learning-Based Estimation of Currents Induced During Transcranial Direct Current Stimulation0
Scalable Regularised Joint Mixture ModelsCode0
Optimal Thermal Management, Charging, and Eco-driving of Battery Electric Vehicles0
Deep fiber clustering: Anatomically informed fiber clustering with self-supervised deep learning for fast and effective tractography parcellationCode1
RANG: A Residual-based Adaptive Node Generation Method for Physics-Informed Neural NetworksCode1
Cluster-based Regression using Variational Inference and Applications in Financial Forecasting0
Novel optimized crow search algorithm for feature selectionCode0
Ultra Fast Speech Separation Model with Teacher Student Learning0
SwinFuse: A Residual Swin Transformer Fusion Network for Infrared and Visible ImagesCode1
Adversarial Contrastive Learning by Permuting Cluster Assignments0
Toward Fast, Flexible, and Robust Low-Light Image EnhancementCode2
Working memory inspired hierarchical video decomposition with transformative representationsCode0
Proximal Implicit ODE Solvers for Accelerating Learning Neural ODEs0
RNNCTPs: A Neural Symbolic Reasoning Method Using Dynamic Knowledge Partitioning Technology0
Label Efficient Regularization and Propagation for Graph Node Classification0
Fast Multi-grid Methods for Minimizing Curvature EnergyCode0
FasterVideo: Efficient Online Joint Object Detection And TrackingCode0
Clifford Circuits can be Properly PAC Learned if and only if RP=NP0
Smart Interference Management xApp using Deep Reinforcement Learning0
Learning to Modulate Random Weights: Neuromodulation-inspired Neural Networks For Efficient Continual LearningCode0
DaViT: Dual Attention Vision TransformersCode2
Multi-task nonparallel support vector machine for classification0
Deep learning, stochastic gradient descent and diffusion maps0
A Temporal-oriented Broadcast ResNet for COVID-19 Detection0
Dynamic Multimodal FusionCode1
Fast Aquatic Swimmer Optimization with Differentiable Projective Dynamics and Neural Network Hydrodynamic Models0
Adaptive Divergence-based Non-negative Latent Factor Analysis0
Meta-Sampler: Almost-Universal yet Task-Oriented Sampling for Point CloudsCode1
On Affine Policies for Wasserstein Distributionally Robust Unit Commitment0
Surrogate Assisted Evolutionary Multi-objective Optimisation applied to a Pressure Swing Adsorption system0
Bunched LPCNet2: Efficient Neural Vocoders Covering Devices from Cloud to Edge0
Straightening skewed markets with an index tracking optimizationless portfolio0
Embedding Recurrent Layers with Dual-Path Strategy in a Variant of Convolutional Network for Speaker-Independent Speech Separation0
Distributionally Robust Model Predictive Control with Total Variation Distance0
DepthGAN: GAN-based Depth Generation of Indoor Scenes from Semantic Layouts0
Randomized Sharpness-Aware Training for Boosting Computational Efficiency in Deep Learning0
Autonomous Wheel Loader Trajectory Tracking Control Using LPV-MPC0
CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM ImagesCode1
Neural Theorem Provers Delineating Search Area Using RNN0
Efficient universal shuffle attack for visual object tracking0
Change Detection from Synthetic Aperture Radar Images via Dual Path Denoising Network0
Integrating Dependency Tree Into Self-attention for Sentence Representation0
Survival Prediction of Brain Cancer with Incomplete Radiology, Pathology, Genomics, and Demographic Data0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified