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 1301–1350 of 4891 papers

TitleStatusHype
Detecting Localized Density Anomalies in Multivariate Data via Coin-Flip StatisticsCode0
Optimization of Layer Skipping and Frequency Scaling for Convolutional Neural Networks under Latency Constraint—0
Pan-LUT: Efficient Pan-sharpening via Learnable Look-Up Tables—0
On the Steady-State Distributionally Robust Kalman FilterCode0
Data-driven Power Loss Identification through Physics-Based Thermal Model Backpropagation—0
SU-YOLO: Spiking Neural Network for Efficient Underwater Object DetectionCode0
Exact Characterization of Aggregate Flexibility via Generalized Polymatroids—0
SpINR: Neural Volumetric Reconstruction for FMCW Radars—0
KernelDNA: Dynamic Kernel Sharing via Decoupled Naive AdaptersCode0
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
Beyond Standard MoE: Mixture of Latent Experts for Resource-Efficient Language Models—0
Unsupervised Learning: Comparative Analysis of Clustering Techniques on High-Dimensional Data—0
AuditVotes: A Framework Towards More Deployable Certified Robustness for Graph Neural Networks—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
Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach—0
A Deep Learning Framework for Boundary-Aware Semantic Segmentation—0
Resona: Improving Context Copying in Linear Recurrence Models with Retrieval—0
Audio-Plane: Audio Factorization Plane Gaussian Splatting for Real-Time Talking Head Synthesis—0
Hybrid Time-Domain Behavior Model Based on Neural Differential Equations and RNNs—0
Next-Best-Trajectory Planning of Robot Manipulators for Effective Observation and Exploration—0
GmNet: Revisiting Gating Mechanisms From A Frequency View—0
Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distanceCode0
Dual-Task Learning for Dead Tree Detection and Segmentation with Hybrid Self-Attention U-Nets in Aerial ImageryCode0
Retinal Fundus Multi-Disease Image Classification using Hybrid CNN-Transformer-Ensemble ArchitecturesCode0
Generalizable Implicit Neural Representations via Parameterized Latent Dynamics for Baroclinic Ocean Forecasting—0
Purifying Approximate Differential Privacy with Randomized Post-processing—0
Q-MambaIR: Accurate Quantized Mamba for Efficient Image Restoration—0
vGamba: Attentive State Space Bottleneck for efficient Long-range Dependencies in Visual RecognitionCode0
Stochastic Engrams for Efficient Continual Learning with Binarized Neural Networks—0
Innovative LSGTime Model for Crime Spatiotemporal Prediction Based on MindSpore FrameworkCode0
Model-free Vehicle Rollover Prevention: A Data-driven Predictive Control Approach—0
Problem-Structure-Informed Quantum Approximate Optimization Algorithm for Large-Scale Unit Commitment with Limited Qubits—0
ReverBERT: A State Space Model for Efficient Text-Driven Speech Style Transfer—0
Two for the Price of One: Integrating Large Language Models to Learn Biophysical Interactions—0
Optimal Scaling Laws for Efficiency Gains in a Theoretical Transformer-Augmented Sectional MoE Framework—0
Novel Deep Neural OFDM Receiver Architectures for LLR EstimationCode0
ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks—0
Cross-Modal State-Space Graph Reasoning for Structured Summarization—0
Burst Image Super-Resolution with Mamba—0
SITA: Structurally Imperceptible and Transferable Adversarial Attacks for Stylized Image GenerationCode0
Social Network User Profiling for Anomaly Detection Based on Graph Neural Networks—0
SAFE: Self-Adjustment Federated Learning Framework for Remote Sensing Collaborative Perception—0
Anomaly Detection Using Computer Vision: A Comparative Analysis of Class Distinction and Performance Metrics—0
Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems—0
k-NN as a Simple and Effective Estimator of Transferability—0
PALATE: Peculiar Application of the Law of Total Expectation to Enhance the Evaluation of Deep Generative ModelsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified