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 1326–1350 of 4891 papers

TitleStatusHype
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
Show:102550
← PrevPage 54 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified