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 1301–1325 of 4891 papers

TitleStatusHype
Adaptive Attention-Based Model for 5G Radio-based Outdoor Localization—0
A Low-complexity Structured Neural Network to Realize States of Dynamical SystemsCode0
Detecting Localized Density Anomalies in Multivariate Data via Coin-Flip StatisticsCode0
SU-YOLO: Spiking Neural Network for Efficient Underwater Object DetectionCode0
Optimization of Layer Skipping and Frequency Scaling for Convolutional Neural Networks under Latency Constraint—0
Data-driven Power Loss Identification through Physics-Based Thermal Model Backpropagation—0
Exact Characterization of Aggregate Flexibility via Generalized Polymatroids—0
SpINR: Neural Volumetric Reconstruction for FMCW Radars—0
DGSAM: Domain Generalization via Individual Sharpness-Aware Minimization—0
A Time Splitting Based Optimization Method for Nonlinear MHE—0
Enhancing Physics-Informed Neural Networks with a Hybrid Parallel Kolmogorov-Arnold and MLP Architecture—0
KernelDNA: Dynamic Kernel Sharing via Decoupled Naive AdaptersCode0
Beyond Standard MoE: Mixture of Latent Experts for Resource-Efficient Language Models—0
AuditVotes: A Framework Towards More Deployable Certified Robustness for Graph Neural Networks—0
Unsupervised Learning: Comparative Analysis of Clustering Techniques on High-Dimensional Data—0
Action Recognition in Real-World Ambient Assisted Living EnvironmentCode0
Meta-LoRA: Meta-Learning LoRA Components for Domain-Aware ID Personalization—0
SPDNet: Seasonal-Periodic Decomposition Network for Advanced Residential Demand ForecastingCode0
A Deep Learning Framework for Boundary-Aware Semantic Segmentation—0
Resona: Improving Context Copying in Linear Recurrence Models with Retrieval—0
Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach—0
Audio-Plane: Audio Factorization Plane Gaussian Splatting for Real-Time Talking Head Synthesis—0
Next-Best-Trajectory Planning of Robot Manipulators for Effective Observation and Exploration—0
Hybrid Time-Domain Behavior Model Based on Neural Differential Equations and RNNs—0
GmNet: Revisiting Gating Mechanisms From A Frequency View—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified