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 626–650 of 4891 papers

TitleStatusHype
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