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
A State-Space Perspective on Modelling and Inference for Online Skill RatingCode1
Corner Proposal Network for Anchor-free, Two-stage Object DetectionCode1
HiPart: Hierarchical Divisive Clustering ToolboxCode1
How Can We Be So Dense? The Benefits of Using Highly Sparse RepresentationsCode1
LDM-Morph: Latent diffusion model guided deformable image registrationCode1
Learnable Lookup Table for Neural Network QuantizationCode1
How Much Can Time-related Features Enhance Time Series Forecasting?Code1
Hyper-CL: Conditioning Sentence Representations with HypernetworksCode1
Improve Underwater Object Detection through YOLOv12 Architecture and Physics-informed AugmentationCode1
Attention GhostUNet++: Enhanced Segmentation of Adipose Tissue and Liver in CT ImagesCode1
Hexatagging: Projective Dependency Parsing as TaggingCode1
Learning to Manipulate Artistic ImagesCode1
Attention, Please! Revisiting Attentive Probing for Masked Image ModelingCode1
Attention U-Net: Learning Where to Look for the PancreasCode1
Checkerboard Context Model for Efficient Learned Image CompressionCode1
Hi-End-MAE: Hierarchical encoder-driven masked autoencoders are stronger vision learners for medical image segmentationCode1
CSWin-UNet: Transformer UNet with Cross-Shaped Windows for Medical Image SegmentationCode1
CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM ImagesCode1
Change State Space Models for Remote Sensing Change DetectionCode1
DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable LearnersCode1
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-AttentionCode1
Auction-Based Combinatorial Multi-Armed Bandit Mechanisms with Strategic ArmsCode1
Heat flux for semi-local machine-learning potentialsCode1
Highly accurate and efficient deep learning paradigm for full-atom protein loop modeling with KarmaLoopCode1
CFT-RAG: An Entity Tree Based Retrieval Augmented Generation Algorithm With Cuckoo FilterCode1
Centroid Distance Keypoint Detector for Colored Point CloudsCode1
HDFlow: Enhancing LLM Complex Problem-Solving with Hybrid Thinking and Dynamic WorkflowsCode1
Augmented Lagrangian Adversarial AttacksCode1
CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced Brain Tumor MRI SynthesisCode1
Augmented Sliced Wasserstein DistancesCode1
HCMA-UNet: A Hybrid CNN-Mamba UNet with Axial Self-Attention for Efficient Breast Cancer SegmentationCode1
DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual TasksCode1
Calibrating LLMs with Information-Theoretic Evidential Deep LearningCode1
CAMP: Collaborative Attention Model with Profiles for Vehicle Routing ProblemsCode1
HAAQI-Net: A Non-intrusive Neural Music Audio Quality Assessment Model for Hearing AidsCode1
M^3amba: CLIP-driven Mamba Model for Multi-modal Remote Sensing ClassificationCode1
Decomposing non-stationary signals with time-varying wave-shape functionsCode1
MAGIC: Learning Macro-Actions for Online POMDP PlanningCode1
Cached Multi-Lora Composition for Multi-Concept Image GenerationCode1
CalibQuant: 1-Bit KV Cache Quantization for Multimodal LLMsCode1
H3DE-Net: Efficient and Accurate 3D Landmark Detection in Medical ImagingCode1
MatIR: A Hybrid Mamba-Transformer Image Restoration ModelCode1
HabiCrowd: A High Performance Simulator for Crowd-Aware Visual NavigationCode1
A Simple Local Minimal Intensity Prior and An Improved Algorithm for Blind Image DeblurringCode1
BUFFER: Balancing Accuracy, Efficiency, and Generalizability in Point Cloud RegistrationCode1
Deep Implicit Moving Least-Squares Functions for 3D ReconstructionCode1
GS-I^3: Gaussian Splatting for Surface Reconstruction from Illumination-Inconsistent ImagesCode1
Guidelines and Evaluation of Clinical Explainable AI in Medical Image AnalysisCode1
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance ScalingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified