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 401–450 of 4891 papers

TitleStatusHype
SpotDiffusion: A Fast Approach For Seamless Panorama Generation Over TimeCode1
Wavelet-based Bi-dimensional Aggregation Network for SAR Image Change DetectionCode1
Hyp2Nav: Hyperbolic Planning and Curiosity for Crowd NavigationCode1
Relational Representation DistillationCode1
RAPiD-Seg: Range-Aware Pointwise Distance Distribution Networks for 3D LiDAR SegmentationCode1
GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image ClassificationCode1
DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote SensingCode1
Waterfall: Framework for Robust and Scalable Text Watermarking and Provenance for LLMsCode1
DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable LearnersCode1
DiGRAF: Diffeomorphic Graph-Adaptive Activation FunctionCode1
Hyperspectral Pansharpening: Critical Review, Tools and Future PerspectivesCode1
PolygonGNN: Representation Learning for Polygonal Geometries with Heterogeneous Visibility GraphCode1
Unified Auto-Encoding with Masked DiffusionCode1
CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced Brain Tumor MRI SynthesisCode1
CE-SSL: Computation-Efficient Semi-Supervised Learning for ECG-based Cardiovascular Diseases DetectionCode1
YOLO9tr: A Lightweight Model for Pavement Damage Detection Utilizing a Generalized Efficient Layer Aggregation Network and Attention MechanismCode1
PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image EnhancementCode1
Enhancing Fast Feed Forward Networks with Load Balancing and a Master Leaf NodeCode1
Node Identifiers: Compact, Discrete Representations for Efficient Graph LearningCode1
FTMixer: Frequency and Time Domain Representations Fusion for Time Series ModelingCode1
Unchosen Experts Can Contribute Too: Unleashing MoE Models' Power by Self-ContrastCode1
Shallow Recurrent Decoder for Reduced Order Modeling of Plasma DynamicsCode1
Efficient Multi-agent Reinforcement Learning by PlanningCode1
LighTDiff: Surgical Endoscopic Image Low-Light Enhancement with T-DiffusionCode1
Quantum Vision Transformers for Quark-Gluon ClassificationCode1
GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB ImagesCode1
Scalable and Effective Arithmetic Tree Generation for Adder and Multiplier DesignsCode1
RepVGG-GELAN: Enhanced GELAN with VGG-STYLE ConvNets for Brain Tumour DetectionCode1
BetterNet: An Efficient CNN Architecture with Residual Learning and Attention for Precision Polyp SegmentationCode1
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice AttentionCode1
Spectral-Spatial Mamba for Hyperspectral Image ClassificationCode1
Collaborative Filtering Based on Diffusion Models: Unveiling the Potential of High-Order ConnectivityCode1
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image ClassificationCode1
Adapting LLaMA Decoder to Vision TransformerCode1
Complex Neural Network based Joint AoA and AoD Estimation for Bistatic ISACCode1
Learning Enriched Features via Selective State Spaces Model for Efficient Image DeblurringCode1
ModeTv2: GPU-accelerated Motion Decomposition Transformer for Pairwise Optimization in Medical Image RegistrationCode1
Enhancing Vision-Language Few-Shot Adaptation with Negative LearningCode1
Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision TransformersCode1
SwinMTL: A Shared Architecture for Simultaneous Depth Estimation and Semantic Segmentation from Monocular Camera ImagesCode1
T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token MemoryCode1
Hyper-CL: Conditioning Sentence Representations with HypernetworksCode1
StainFuser: Controlling Diffusion for Faster Neural Style Transfer in Multi-Gigapixel Histology ImagesCode1
Fine-Grained Pillar Feature Encoding Via Spatio-Temporal Virtual Grid for 3D Object DetectionCode1
Fast Kernel Scene FlowCode1
ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic SeizuresCode1
Fast and Interpretable 2D Homography Decomposition: Similarity-Kernel-Similarity and Affine-Core-Affine TransformationsCode1
Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding BridgeCode1
FViT: A Focal Vision Transformer with Gabor FilterCode1
Model Editing by Standard Fine-TuningCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified