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 601–625 of 4891 papers

TitleStatusHype
Hybrid Time-Domain Behavior Model Based on Neural Differential Equations and RNNs—0
A Deep Learning Framework for Boundary-Aware Semantic Segmentation—0
Meta-LoRA: Meta-Learning LoRA Components for Domain-Aware ID Personalization—0
Efficient Building Roof Type Classification: A Domain-Specific Self-Supervised Approach—0
AdaRank: Adaptive Rank Pruning for Enhanced Model MergingCode1
Next-Best-Trajectory Planning of Robot Manipulators for Effective Observation and Exploration—0
WeatherMesh-3: Fast and accurate operational global weather forecastingCode3
Audio-Plane: Audio Factorization Plane Gaussian Splatting for Real-Time Talking Head Synthesis—0
SPDNet: Seasonal-Periodic Decomposition Network for Advanced Residential Demand ForecastingCode0
VoteFlow: Enforcing Local Rigidity in Self-Supervised Scene FlowCode1
Q-MambaIR: Accurate Quantized Mamba for Efficient Image Restoration—0
Dual-Task Learning for Dead Tree Detection and Segmentation with Hybrid Self-Attention U-Nets in Aerial ImageryCode0
LandMarkSystem Technical ReportCode2
Improving (α, f)-Byzantine Resilience in Federated Learning via layerwise aggregation and cosine distanceCode0
VADMamba: Exploring State Space Models for Fast Video Anomaly DetectionCode1
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
vGamba: Attentive State Space Bottleneck for efficient Long-range Dependencies in Visual RecognitionCode0
Stochastic Engrams for Efficient Continual Learning with Binarized Neural Networks—0
InternVL-X: Advancing and Accelerating InternVL Series with Efficient Visual Token CompressionCode1
Purifying Approximate Differential Privacy with Randomized Post-processing—0
ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks—0
Two for the Price of One: Integrating Large Language Models to Learn Biophysical Interactions—0
ReverBERT: A State Space Model for Efficient Text-Driven Speech Style Transfer—0
Siformer: Feature-isolated Transformer for Efficient Skeleton-based Sign Language RecognitionCode1
Show:102550
← PrevPage 25 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified