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 17511800 of 4891 papers

TitleStatusHype
DistilQwen2.5: Industrial Practices of Training Distilled Open Lightweight Language Models0
Explicifying Neural Implicit Fields for Efficient Dynamic Human Avatar Modeling via a Neural Explicit Surface0
Exploiting Change Blindness for Video Coding: Perspectives from a Less Promising User Study0
Distilling Diversity and Control in Diffusion Models0
Avoiding Obfuscation with Prover-Estimator Debate0
Exploiting Frequency Correlation for Hyperspectral Image Reconstruction0
Exploiting inter-agent coupling information for efficient reinforcement learning of cooperative LQR0
Fire-Image-DenseNet (FIDN) for predicting wildfire burnt area using remote sensing data0
A VAE-Bayesian Deep Learning Scheme for Solar Generation Forecasting based on Dimensionality Reduction0
Exploring Automatically Perturbed Natural Language Explanations in Relation Extraction0
Exploring Brain Network Organization in Alzheimer Disease and Frontotemporal Dementia: A Crossplot Transition Entropy Approach0
Financial fraud detection system based on improved random forest and gradient boosting machine (GBM)0
AuxDepthNet: Real-Time Monocular 3D Object Detection with Depth-Sensitive Features0
Dissecting Physics Reasoning in Small Language Models: A Multi-Dimensional Analysis from an Educational Perspective0
A Materials Foundation Model via Hybrid Invariant-Equivariant Architectures0
Exploring Patterns Behind Sports0
Finding Optimal Kernel Size and Dimension in Convolutional Neural Networks An Architecture Optimization Approach0
A Marginalized Particle Gaussian Process Regression0
Auto Tensor Singular Value Thresholding: A Non-Iterative and Rank-Free Framework for Tensor Denoising0
Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping0
Exploring Tokenization Methods for Multitrack Sheet Music Generation0
Clustering with a Reject Option: Interactive Clustering as Bayesian Prior Elicitation0
Exploring Winograd Convolution for Cost-effective Neural Network Fault Tolerance0
Adapting Physics-Informed Neural Networks for Bifurcation Detection in Ecological Migration Models0
Dispatch of Virtual Inertia and Damping: Numerical Method with SDP and ADMM0
Extended Spherical Geometry Algorithm for Spaceborne SAR Processing in Stripmap and TOPS Imaging Modes0
AutoSVD++: An Efficient Hybrid Collaborative Filtering Model via Contractive Auto-encoders0
Extending Machine Learning-Based Early Sepsis Detection to Different Demographics0
Extracting and Learning a Dependency-Enhanced Type Lexicon for Dutch0
Extracting man-made objects from remote sensing images via fast level set evolutions0
Extracting Optimal Solution Manifolds using Constrained Neural Optimization0
Extreme Value k-means Clustering0
Finding path and cycle counting formulae in graphs with Deep Reinforcement Learning0
Ex uno plures: Splitting One Model into an Ensemble of Subnetworks0
A machine learning framework for data driven acceleration of computations of differential equations0
Discriminative Transfer Learning for General Image Restoration0
Factorized Asymptotic Bayesian Inference for Latent Feature Models0
FaDIn: Fast Discretized Inference for Hawkes Processes with General Parametric Kernels0
Accelerating Deep Neuroevolution on Distributed FPGAs for Reinforcement Learning Problems0
Fairness-aware Classification: Criterion, Convexity, and Bounds0
Discriminative Shape From Shading in Uncalibrated Illumination0
Discriminative Optimization: Theory and Applications to Point Cloud Registration0
Cognitive maps are generative programs0
Autonomous Wheel Loader Trajectory Tracking Control Using LPV-MPC0
Few-Shot Data-Driven Algorithms for Low Rank Approximation0
Discriminative Optimization: Theory and Applications to Computer Vision Problems0
Coil Sketching for computationally-efficient MR iterative reconstruction0
Fall Detection for Industrial Setups Using YOLOv8 Variants0
Autonomous Structural Memory Manipulation for Large Language Models Using Hierarchical Embedding Augmentation0
Discrete MRF Inference of Marginal Densities for Non-uniformly Discretized Variable Space0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified