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 251–275 of 4891 papers

TitleStatusHype
Computational Efficiency under Covariate Shift in Kernel Ridge Regression—0
Developing RPC-Net: Leveraging High-Density Electromyography and Machine Learning for Improved Hand Position Estimation—0
MGStream: Motion-aware 3D Gaussian for Streamable Dynamic Scene ReconstructionCode1
Quantum Optimization via Gradient-Based Hamiltonian DescentCode0
ModRWKV: Transformer Multimodality in Linear TimeCode0
UHD Image Dehazing via anDehazeFormer with Atmospheric-aware KV Cache—0
Flexible-weighted Chamfer Distance: Enhanced Objective Function for Point Cloud Completion—0
EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation—0
GANCompress: GAN-Enhanced Neural Image Compression with Binary Spherical Quantization—0
3D Gaussian Adaptive Reconstruction for Fourier Light-Field Microscopy—0
A Control Oriented Fractional-Order Model of Lithium-ion Batteries Based on Caputo Definition—0
Multi-Level Monte Carlo Training of Neural Operators—0
Model Selection for Gaussian-gated Gaussian Mixture of Experts Using Dendrograms of Mixing Measures—0
SourceDetMamba: A Graph-aware State Space Model for Source Detection in Sequential Hypergraphs—0
Occult: Optimizing Collaborative Communication across Experts for Accelerated Parallel MoE Training and InferenceCode1
Hybrid 3D-4D Gaussian Splatting for Fast Dynamic Scene RepresentationCode2
Net-Zero: A Comparative Study on Neural Network Design for Climate-Economic PDEs Under Uncertainty—0
A Comprehensive Review of Techniques, Algorithms, Advancements, Challenges, and Clinical Applications of Multi-modal Medical Image Fusion for Improved Diagnosis—0
Optimal Task and Motion Planning for Autonomous Systems Using Petri Nets—0
GMSA: Enhancing Context Compression via Group Merging and Layer Semantic Alignment—0
Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems—0
Structureless VIO—0
DragLoRA: Online Optimization of LoRA Adapters for Drag-based Image Editing in Diffusion ModelCode1
Llama-Affinity: A Predictive Antibody Antigen Binding Model Integrating Antibody Sequences with Llama3 Backbone Architecture—0
Multi-Order Wavelet Derivative Transform for Deep Time Series Forecasting—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified