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 2026–2050 of 4891 papers

TitleStatusHype
CE-SSL: Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases DetectionCode1
Memory-Efficient Gradient Unrolling for Large-Scale Bi-level OptimizationCode0
CLAMP: Majorized Plug-and-Play for Coherent 3D LIDAR Imaging—0
Multilingual De-Duplication Strategies: Applying scalable similarity search with monolingual & multilingual embedding models—0
MVSBoost: An Efficient Point Cloud-based 3D Reconstruction—0
Tree-Sliced Wasserstein Distance: A Geometric Perspective—0
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy InterpolationCode0
VoCo-LLaMA: Towards Vision Compression with Large Language ModelsCode3
Explainable Bayesian Recurrent Neural Smoother to Capture Global State Evolutionary Correlations—0
MetaGPT: Merging Large Language Models Using Model Exclusive Task Arithmetic—0
Meta Reasoning for Large Language Models—0
HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation ModelCode3
YOLO9tr: A Lightweight Model for Pavement Damage Detection Utilizing a Generalized Efficient Layer Aggregation Network and Attention MechanismCode1
Solving the Inverse Problem of Electrocardiography for Cardiac Digital Twins: A SurveyCode2
DistPred: A Distribution-Free Probabilistic Inference Method for Regression and ForecastingCode2
DIPPER: Direct Preference Optimization to Accelerate Primitive-Enabled Hierarchical Reinforcement Learning—0
SparseDet: A Simple and Effective Framework for Fully Sparse LiDAR-based 3D Object Detection—0
Voxel Mamba: Group-Free State Space Models for Point Cloud based 3D Object DetectionCode2
Event-Based Simulation of Stochastic Memristive Devices for Neuromorphic Computing—0
Group and Shuffle: Efficient Structured Orthogonal ParametrizationCode0
SatDiffMoE: A Mixture of Estimation Method for Satellite Image Super-resolution with Latent Diffusion Models—0
Research on Edge Detection of LiDAR Images Based on Artificial Intelligence Technology—0
DiffusionBlend: Learning 3D Image Prior through Position-aware Diffusion Score Blending for 3D Computed Tomography Reconstruction—0
Q-S5: Towards Quantized State Space ModelsCode0
FacEnhance: Facial Expression Enhancing with Recurrent DDPMs—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified