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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 3451–3475 of 4891 papers

TitleStatusHype
Leveraging Small LLMs for Argument Mining in Education: Argument Component Identification, Classification, and Assessment—0
Leveraging Time-Series Foundation Model for Subsurface Well Logs Prediction and Anomaly Detection—0
Leveraging Uniformization and Sparsity for Computation of Continuous Time Dynamic Discrete Choice Games—0
LFR-PINO: A Layered Fourier Reduced Physics-Informed Neural Operator for Parametric PDEs—0
LiDAR-Based Vehicle Detection and Tracking for Autonomous Racing—0
LightCPPgen: An Explainable Machine Learning Pipeline for Rational Design of Cell Penetrating Peptides—0
LightFusionRec: Lightweight Transformers-Based Cross-Domain Recommendation Model—0
Lightweight Model for Poultry Disease Detection from Fecal Images Using Multi-Color Space Feature Optimization and Machine Learning—0
Lightweight Multi-Frame Integration for Robust YOLO Object Detection in Videos—0
Lightweight Multispectral Crop-Weed Segmentation for Precision Agriculture—0
Lightweight Safety Classification Using Pruned Language Models—0
Lightweight Sequential Transformers for Blood Glucose Level Prediction in Type-1 Diabetes—0
Lightweight Weighted Average Ensemble Model for Pneumonia Detection in Chest X-Ray Images—0
LinearAPT: An Adaptive Algorithm for the Fixed-Budget Thresholding Linear Bandit Problem—0
Linear Attention via Orthogonal Memory—0
Linear Spherical Sliced Optimal Transport: A Fast Metric for Comparing Spherical Data—0
Linear Time Clustering for High Dimensional Mixtures of Gaussian Clouds—0
Linear-time online visibility graph transformation algorithm: for both natural and horizontal visibility criteria—0
Linear-Time User-Level DP-SCO via Robust Statistics—0
Link to the Past: Temporal Propagation for Fast 3D Human Reconstruction from Monocular Video—0
Lipschitz Adaptivity with Multiple Learning Rates in Online Learning—0
LiteCON: An All-Photonic Neuromorphic Accelerator for Energy-efficient Deep Learning (Preprint)—0
LiteVAE: Lightweight and Efficient Variational Autoencoders for Latent Diffusion Models—0
Llama-Affinity: A Predictive Antibody Antigen Binding Model Integrating Antibody Sequences with Llama3 Backbone Architecture—0
LLaMA-XR: A Novel Framework for Radiology Report Generation using LLaMA and QLoRA Fine Tuning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified