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

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Showing 851–900 of 4891 papers

TitleStatusHype
Interpretable Ensembles of Hyper-Rectangles as Base ModelsCode0
A parametric framework for kernel-based dynamic mode decomposition using deep learningCode0
Interweaving Insights: High-Order Feature Interaction for Fine-Grained Visual RecognitionCode0
Interpretable breast cancer classification using CNNs on mammographic imagesCode0
Introducing a microstructure-embedded autoencoder approach for reconstructing high-resolution solution field data from a reduced parametric spaceCode0
Kernel Manifold AlignmentCode0
Interaction Measures, Partition Lattices and Kernel Tests for High-Order InteractionsCode0
Antibody Design and Optimization with Multi-scale Equivariant Graph Diffusion Models for Accurate Complex Antigen BindingCode0
Instance Segmentation of Biological Images Using Harmonic EmbeddingsCode0
Instant Particle Size Distribution Measurement Using CNNs Trained on Synthetic DataCode0
Online SuBmodular + SuPermodular (BP) Maximization with Bandit FeedbackCode0
Input Convex Lipschitz RNN: A Fast and Robust Approach for Engineering TasksCode0
Inner and Inter Label Propagation: Salient Object Detection in the WildCode0
Innovative LSGTime Model for Crime Spatiotemporal Prediction Based on MindSpore FrameworkCode0
Inferring directed spectral information flow between mixed-frequency time seriesCode0
Inferring subhalo effective density slopes from strong lensing observations with neural likelihood-ratio estimationCode0
Inference of Sparse Networks with Unobserved Variables. Application to Gene Regulatory NetworksCode0
A Comparative Study of Efficient Initialization Methods for the K-Means Clustering AlgorithmCode0
Inference Scaling vs Reasoning: An Empirical Analysis of Compute-Optimal LLM Problem-SolvingCode0
Influence Maximization in Temporal Social Networks with a Cold-Start Problem: A Supervised ApproachCode0
Improving Variational Auto-Encoders using Householder FlowCode0
Advanced Volleyball Stats for All Levels: Automatic Setting Tactic Detection and Classification with a Single CameraCode0
A Nonconvex Approach for Exact and Efficient Multichannel Sparse Blind DeconvolutionCode0
Improving Korean NLP Tasks with Linguistically Informed Subword Tokenization and Sub-character DecompositionCode0
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Multi-head Spatial-Spectral Mamba for Hyperspectral Image ClassificationCode0
Incorporating brain-inspired mechanisms for multimodal learning in artificial intelligenceCode0
-Brush: Controllable Large Image Synthesis with Diffusion Models in Infinite DimensionsCode0
Implicit Regularization for Optimal Sparse RecoveryCode0
Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distanceCode0
Implicit Generative Prior for Bayesian Neural NetworksCode0
CMML: Contextual Modulation Meta Learning for Cold-Start RecommendationCode0
Implicit and Parametric Avatar Pose and Shape Estimation From a Single Frontal Image of a Clothed HumanCode0
Identification of stormwater control strategies and their associated uncertainties using Bayesian OptimizationCode0
Model Input-Output Configuration Search with Embedded Feature Selection for Sensor Time-series and Image ClassificationCode0
IHNet: Iterative Hierarchical Network Guided by High-Resolution Estimated Information for Scene Flow EstimationCode0
A class of modular and flexible covariate-based covariance functions for nonstationary spatial modelingCode0
ICLabel: An automated electroencephalographic independent component classifier, dataset, and websiteCode0
CNNtention: Can CNNs do better with Attention?Code0
A non-alternating graph hashing algorithm for large scale image searchCode0
Image Classification with CondenseNeXt for ARM-Based Computing PlatformsCode0
Cluster-Driven Expert Pruning for Mixture-of-Experts Large Language ModelsCode0
CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric TransformationCode0
An Interpretable and Efficient Sleep Staging Algorithm: DetectsleepNetCode0
Adjusted chi-square test for degree-corrected block modelsCode0
Image Super-Resolution Using Dense Skip ConnectionsCode0
HyP-DESPOT: A Hybrid Parallel Algorithm for Online Planning under UncertaintyCode0
A differentiable programming framework for spin modelsCode0
Hyperbolic Procrustes Analysis Using Riemannian GeometryCode0
Hybrid-MST: A Hybrid Active Sampling Strategy for Pairwise Preference AggregationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified