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 1401–1450 of 4891 papers

TitleStatusHype
Umbrella Reinforcement Learning -- computationally efficient tool for hard non-linear problemsCode0
Learning Pore-scale Multi-phase Flow from Experimental Data with Graph Neural Network—0
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding—0
Moving Horizon Estimation for Simultaneous Localization and Mapping with Robust Estimation Error Bounds—0
Quantum Attention for Vision Transformers in High Energy Physics—0
When Precision Meets Position: BFloat16 Breaks Down RoPE in Long-Context TrainingCode3
Improving Low-Fidelity Models of Li-ion Batteries via Hybrid Sparse Identification of Nonlinear Dynamics—0
LaVida Drive: Vision-Text Interaction VLM for Autonomous Driving with Token Selection, Recovery and Enhancement—0
Real-Time Energy-Optimal Path Planning for Electric Vehicles—0
FGP: Feature-Gradient-Prune for Efficient Convolutional Layer PruningCode0
High-Throughput Blind Co-Channel Interference Cancellation for Edge Devices Using Depthwise Separable Convolutions, Quantization, and Pruning—0
Data-to-Model Distillation: Data-Efficient Learning FrameworkCode0
S3TU-Net: Structured Convolution and Superpixel Transformer for Lung Nodule Segmentation—0
Robust and Constrained Estimation of State-Space Models: A Majorization-Minimization Approach—0
Integrating and Comparing Radiality Constraints for Optimized Distribution System Reconfiguration—0
SynCoTrain: A Dual Classifier PU-learning Framework for Synthesizability Prediction—0
MoE-Lightning: High-Throughput MoE Inference on Memory-constrained GPUs—0
SEFD: Semantic-Enhanced Framework for Detecting LLM-Generated TextCode0
TSFormer: A Robust Framework for Efficient UHD Image Restoration—0
EROAM: Event-based Camera Rotational Odometry and Mapping in Real-time—0
LoRA Unlearns More and Retains More (Student Abstract)Code0
A Secure Estimator with Gaussian Bernoulli Mixture Model—0
DiffFNO: Diffusion Fourier Neural Operator—0
STLight: a Fully Convolutional Approach for Efficient Predictive Learning by Spatio-Temporal joint Processing—0
Y-MAP-Net: Real-time depth, normals, segmentation, multi-label captioning and 2D human pose in RGB images—0
Neural Graph Simulator for Complex Systems—0
When Mamba Meets xLSTM: An Efficient and Precise Method with the xLSTM-VMUNet Model for Skin lesion SegmentationCode0
The Good, The Efficient and the Inductive Biases: Exploring Efficiency in Deep Learning Through the Use of Inductive Biases—0
Advancing Diffusion Models: Alias-Free Resampling and Enhanced Rotational Equivariance—0
Local-Global Attention: An Adaptive Mechanism for Multi-Scale Feature IntegrationCode1
Cross Space and Time: A Spatio-Temporal Unitized Model for Traffic Flow Forecasting—0
Clustered Patch Embeddings for Permutation-Invariant Classification of Whole Slide Images—0
Deep Learning Accelerated Quantum Transport Simulations in Nanoelectronics: From Break Junctions to Field-Effect TransistorsCode2
DBgDel: Database-Enhanced Gene Deletion Framework for Growth-Coupled Production in Genome-Scale Metabolic ModelsCode0
Wavelet Latent Diffusion (Wala): Billion-Parameter 3D Generative Model with Compact Wavelet EncodingsCode2
360-Degree Video Super Resolution and Quality Enhancement Challenge: Methods and Results—0
Intelligent Green Efficiency for Intrusion Detection—0
Multimodal Fusion Balancing Through Game-Theoretic Regularization—0
Data-Centric Learning Framework for Real-Time Detection of Aiming Beam in Fluorescence Lifetime Imaging Guided Surgery—0
Classification of residential and non-residential buildings based on satellite data using deep learning—0
HeteroSample: Meta-path Guided Sampling for Heterogeneous Graph Representation Learning—0
Adaptive Conditional Expert Selection Network for Multi-domain Recommendation—0
Large-scale moral machine experiment on large language modelsCode1
Shallow Signed Distance Functions for Kinematic Collision Bodies—0
Universal on-chip polarization handling with deep photonic networks—0
Locally Adaptive One-Class Classifier Fusion with Dynamic p-Norm Constraints for Robust Anomaly Detection—0
Local vs. Global Models for Hierarchical Forecasting—0
Amortized Bayesian Local Interpolation NetworK: Fast covariance parameter estimation for Gaussian Processes—0
Graph Neural Networks for modelling breast biomechanical compressionCode0
Linear Spherical Sliced Optimal Transport: A Fast Metric for Comparing Spherical Data—0
Show:102550
← PrevPage 29 of 98Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified