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 351–375 of 4891 papers

TitleStatusHype
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series ForecastingCode1
MambaStyle: Efficient StyleGAN Inversion for Real Image Editing with State-Space Models—0
SAND: One-Shot Feature Selection with Additive Noise Distortion—0
Model Predictive Fuzzy Control: A Hierarchical Multi-Agent Control Architecture for Outdoor Search-and-Rescue Robots—0
A Symbolic and Statistical Learning Framework to Discover Bioprocessing Regulatory Mechanism: Cell Culture Example—0
GNN-enabled Precoding for Massive MIMO LEO Satellite Communications—0
Learning Symbolic Persistent Macro-Actions for POMDP Solving Over Time—0
Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices—0
Latent Adaptive Planner for Dynamic Manipulation—0
Less is More: Efficient Weight Farcasting with 1-Layer Neural Network—0
Aerodynamic and structural airfoil shape optimisation via Transfer Learning-enhanced Deep Reinforcement Learning—0
Sparse Ellipsoidal Radial Basis Function Network for Point Cloud Surface RepresentationCode0
Multi-View Learning with Context-Guided Receptance for Image DenoisingCode1
Beyond the model: Key differentiators in large language models and multi-agent services—0
Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation—0
Small Clips, Big Gains: Learning Long-Range Refocused Temporal Information for Video Super-ResolutionCode1
Easz: An Agile Transformer-based Image Compression Framework for Resource-constrained IoTs—0
GauS-SLAM: Dense RGB-D SLAM with Gaussian Surfels—0
Focal-SAM: Focal Sharpness-Aware Minimization for Long-Tailed Classification—0
Integration of Multi-Mode Preference into Home Energy Management System Using Deep Reinforcement Learning—0
Stabilizing Temporal Difference Learning via Implicit Stochastic Recursion—0
LMDepth: Lightweight Mamba-based Monocular Depth Estimation for Real-World Deployment—0
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation—0
Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging—0
Dendritic Computing with Multi-Gate Ferroelectric Field-Effect Transistors—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified