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

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Showing 601–650 of 4891 papers

TitleStatusHype
Learning Hierarchical Image Segmentation For Recognition and By RecognitionCode1
Offline Reinforcement Learning via High-Fidelity Generative Behavior ModelingCode1
HiPart: Hierarchical Divisive Clustering ToolboxCode1
Tube-Based Zonotopic Data-Driven Predictive ControlCode1
Algorithmic Differentiation for Automated Modeling of Machine Learned Force FieldsCode1
Automating DBSCAN via Deep Reinforcement LearningCode1
On Fast Simulation of Dynamical System with Neural Vector Enhanced Numerical SolverCode1
Accelerated and interpretable oblique random survival forestsCode1
TransCL: Transformer Makes Strong and Flexible Compressive LearningCode1
SepLUT: Separable Image-adaptive Lookup Tables for Real-time Image EnhancementCode1
Continual Learning For On-Device Environmental Sound ClassificationCode1
STRIKE-GOLDD 4.0: user-friendly, efficient analysis of structural identifiability and observabilityCode1
Equivariant Hypergraph Diffusion Neural OperatorsCode1
PointNorm: Dual Normalization is All You Need for Point Cloud AnalysisCode1
Benchmark Dataset for Precipitation Forecasting by Post-Processing the Numerical Weather PredictionCode1
Electronic-structure properties from atom-centered predictions of the electron densityCode1
Efficient Aggregated Kernel Tests using Incomplete U-statisticsCode1
A deep inverse reinforcement learning approach to route choice modeling with context-dependent rewardsCode1
Estimating the Optimal Covariance with Imperfect Mean in Diffusion Probabilistic ModelsCode1
Learning Ego 3D Representation as Ray TracingCode1
Dynamic Cardiac MRI Reconstruction Using Combined Tensor Nuclear Norm and Casorati Matrix Nuclear Norm RegularizationsCode1
itKD: Interchange Transfer-based Knowledge Distillation for 3D Object DetectionCode1
mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connectionsCode1
Fast ABC-Boost: A Unified Framework for Selecting the Base Class in Multi-Class ClassificationCode1
Transkimmer: Transformer Learns to Layer-wise SkimCode1
View Synthesis with Sculpted Neural PointsCode1
Deep fiber clustering: Anatomically informed fiber clustering with self-supervised deep learning for fast and effective tractography parcellationCode1
RANG: A Residual-based Adaptive Node Generation Method for Physics-Informed Neural NetworksCode1
SwinFuse: A Residual Swin Transformer Fusion Network for Infrared and Visible ImagesCode1
Dynamic Multimodal FusionCode1
Meta-Sampler: Almost-Universal yet Task-Oriented Sampling for Point CloudsCode1
CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM ImagesCode1
Faith-Shap: The Faithful Shapley Interaction IndexCode1
Deep Learning for Hate Speech Detection: A Comparative StudyCode1
Guidelines and Evaluation of Clinical Explainable AI in Medical Image AnalysisCode1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label FusionCode1
Event-based Video Reconstruction via Potential-assisted Spiking Neural NetworkCode1
On Evaluation Metrics for Graph Generative ModelsCode1
TSA-Net: Tube Self-Attention Network for Action Quality AssessmentCode1
S-Walk: Accurate and Scalable Session-based Recommendationwith Random WalksCode1
Learnable Lookup Table for Neural Network QuantizationCode1
AdaFocus V2: End-to-End Training of Spatial Dynamic Networks for Video RecognitionCode1
MSeg: A Composite Dataset for Multi-domain Semantic SegmentationCode1
PRIME: A few primitives can boost robustness to common corruptionsCode1
Reconstructing Compact Building Models from Point Clouds Using Deep Implicit FieldsCode1
A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with DroneCode1
StyleSwin: Transformer-based GAN for High-resolution Image GenerationCode1
GPU optimization of the 3D Scale-invariant Feature Transform Algorithm and a Novel BRIEF-inspired 3D Fast DescriptorCode1
Stable Long-Term Recurrent Video Super-ResolutionCode1
TRACER: Extreme Attention Guided Salient Object Tracing NetworkCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified