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 451–500 of 4891 papers

TitleStatusHype
DynamicDet: A Unified Dynamic Architecture for Object DetectionCode1
Learning in latent spaces improves the predictive accuracy of deep neural operatorsCode1
Adapting LLaMA Decoder to Vision TransformerCode1
Learning Signal Temporal Logic through Neural Network for Interpretable ClassificationCode1
Dynamic Group Convolution for Accelerating Convolutional Neural NetworksCode1
EdgeRegNet: Edge Feature-based Multimodal Registration Network between Images and LiDAR Point CloudsCode1
Efficient and Effective Augmentation Strategy for Adversarial TrainingCode1
A machine learning-based viscoelastic-viscoplastic model for epoxy nanocomposites with moisture contentCode1
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
DualOpt: A Dual Divide-and-Optimize Algorithm for the Large-scale Traveling Salesman ProblemCode1
Dual Prototype Evolving for Test-Time Generalization of Vision-Language ModelsCode1
LiRCDepth: Lightweight Radar-Camera Depth Estimation via Knowledge Distillation and Uncertainty GuidanceCode1
Dynamic Cardiac MRI Reconstruction Using Combined Tensor Nuclear Norm and Casorati Matrix Nuclear Norm RegularizationsCode1
DQO-MAP: Dual Quadrics Multi-Object mapping with Gaussian SplattingCode1
DnS: Distill-and-Select for Efficient and Accurate Video Indexing and RetrievalCode1
Look-Up Table Compression for Efficient Image RestorationCode1
DragLoRA: Online Optimization of LoRA Adapters for Drag-based Image Editing in Diffusion ModelCode1
LSSInst: Improving Geometric Modeling in LSS-Based BEV Perception with Instance RepresentationCode1
M^3amba: CLIP-driven Mamba Model for Multi-modal Remote Sensing ClassificationCode1
MaCow: Masked Convolutional Generative FlowCode1
DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote SensingCode1
Dropout Q-Functions for Doubly Efficient Reinforcement LearningCode1
Dynamic Clustering and Cluster Contrastive Learning for Unsupervised Person Re-identificationCode1
Efficient and Information-Preserving Future Frame Prediction and BeyondCode1
Towards Reliable Medical Image Segmentation by utilizing Evidential Calibrated UncertaintyCode1
Mask Image WatermarkingCode1
MATS: An Interpretable Trajectory Forecasting Representation for Planning and ControlCode1
MECCH: Metapath Context Convolution-based Heterogeneous Graph Neural NetworksCode1
DiGRAF: Diffeomorphic Graph-Adaptive Activation FunctionCode1
Differentially Flat Learning-based Model Predictive Control Using a Stability, State, and Input Constraining Safety FilterCode1
Metric-Learning based Deep Hashing Network for Content Based Retrieval of Remote Sensing ImagesCode1
Manydepth2: Motion-Aware Self-Supervised Multi-Frame Monocular Depth Estimation in Dynamic ScenesCode1
MiniSeg: An Extremely Minimum Network for Efficient COVID-19 SegmentationCode1
DiMoSR: Feature Modulation via Multi-Branch Dilated Convolutions for Efficient Image Super-ResolutionCode1
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernelsCode1
MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech TokensCode1
ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic SeizuresCode1
Model Editing by Standard Fine-TuningCode1
Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare SettingsCode1
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image RegistrationCode1
Deep fiber clustering: Anatomically informed fiber clustering with self-supervised deep learning for fast and effective tractography parcellationCode1
DiRe-JAX: A JAX based Dimensionality Reduction Algorithm for Large-scale DataCode1
MoViNets: Mobile Video Networks for Efficient Video RecognitionCode1
mPLUG: Effective and Efficient Vision-Language Learning by Cross-modal Skip-connectionsCode1
Multi^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
Multi\^2OIE: Multilingual Open Information Extraction Based on Multi-Head Attention with BERTCode1
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model TrainingCode1
Deep Transfer Learning for Land Use and Land Cover Classification: A Comparative StudyCode1
Multi-Objective Evolutionary Design of Deep Convolutional Neural Networks for Image ClassificationCode1
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable ConvolutionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified