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 1251–1300 of 4891 papers

TitleStatusHype
Accelerating Spherical k-Means—0
Efficiency in Real-time Webcam Gaze Tracking—0
Efficient and Accurate Estimation of Lipschitz Constants for Hybrid Quantum-Classical Decision Models—0
Bidirectional Inference Networks: A Class of Deep Bayesian Networks for Health Profiling—0
Bias-Variance Trade-off in Physics-Informed Neural Networks with Randomized Smoothing for High-Dimensional PDEs—0
An Attention-LSTM Hybrid Model for the Coordinated Routing of Multiple Vehicles—0
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding—0
Beyond Traditional Beamforming: Singular Vector Projection for MU-MIMO—0
Adaptive Multi-resolution Hash-Encoding Framework for INR-based Dental CBCT Reconstruction with Truncated FOV—0
Activation-wise Propagation: A Universal Strategy to Break Timestep Constraints in Spiking Neural Networks for 3D Data Processing—0
An Asymptotic Equation Linking WAIC and WBIC in Singular Models—0
Beyond the model: Key differentiators in large language models and multi-agent services—0
An analysis of the derivative-free loss method for solving PDEs—0
Adaptive Layer Splitting for Wireless LLM Inference in Edge Computing: A Model-Based Reinforcement Learning Approach—0
Accelerating Spectral Clustering under Fairness Constraints—0
Effects of Reactive Social Distancing on the 1918 Influenza Pandemic—0
Beyond Standard MoE: Mixture of Latent Experts for Resource-Efficient Language Models—0
Beyond Sequence: Impact of Geometric Context for RNA Property Prediction—0
Identifying and Analyzing Task-Encoding Tokens in Large Language Models—0
Beyond Sentence-Level End-to-End Speech Translation: Context Helps—0
Beyond Reproducibility: Advancing Zero-shot LLM Reranking Efficiency with Setwise Insertion—0
Structure and asymptotic preserving deep neural surrogates for uncertainty quantification in multiscale kinetic equations—0
Faster Diffusion Action Segmentation—0
Analyzing Deep Learning Representations of Point Clouds for Real-Time In-Vehicle LiDAR Perception—0
Effective Interplay between Sparsity and Quantization: From Theory to Practice—0
Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems—0
Analytical results for uncertainty propagation through trained machine learning regression models—0
Accelerating Sparse Graph Neural Networks with Tensor Core Optimization—0
Effective Real Image Editing with Accelerated Iterative Diffusion Inversion—0
EffiCANet: Efficient Time Series Forecasting with Convolutional Attention—0
Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies—0
Analytical Models of Frequency and Voltage in Large-Scale All-Inverter Power Systems—0
Best-Subset Selection in Generalized Linear Models: A Fast and Consistent Algorithm via Splicing Technique—0
Best Arm Identification in Stochastic Bandits: Beyond β-optimality—0
Analytically Tractable Inference in Deep Neural Networks—0
Analytical Formula for Fractional-Order Conditional Moments of Nonlinear Drift CEV Process with Regime Switching: Hybrid Approach with Applications—0
Benchmarking Video Frame Interpolation—0
Analytical Discovery of Manifold with Machine Learning—0
Benchmarking the human brain against computational architectures—0
Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System—0
SHA-CNN: Scalable Hierarchical Aware Convolutional Neural Network for Edge AI—0
Benchmarking real-time algorithms for in-phase auditory stimulation of low amplitude slow waves with wearable EEG devices during sleep—0
Benchmarking quantized LLaMa-based models on the Brazilian Secondary School Exam—0
Analysis of Truncated Singular Value Decomposition for Koopman Operator-Based Lane Change Model—0
Benchmarking of CPU-intensive Stream Data Processing in The Edge Computing Systems—0
Benchmarking Large Language Models with Integer Sequence Generation Tasks—0
Analysis of high-dimensional Continuous Time Markov Chains using the Local Bouncy Particle Sampler—0
Adaptive Extensive Cancellation Algorithm and Harmonic Enhanced Heart Rate Estimation based on MMWave Radar—0
Benchmarking Federated Machine Unlearning methods for Tabular Data—0
Benchmarking Data Efficiency and Computational Efficiency of Temporal Action Localization Models—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified