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 34763500 of 4891 papers

TitleStatusHype
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