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 1001–1025 of 4891 papers

TitleStatusHype
Auto-nnU-Net: Towards Automated Medical Image SegmentationCode0
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization—0
Neighbour-Driven Gaussian Process Variational Autoencoders for Scalable Structured Latent Modelling—0
Attributing Response to Context: A Jensen-Shannon Divergence Driven Mechanistic Study of Context Attribution in Retrieval-Augmented Generation—0
Discovering Pathology Rationale and Token Allocation for Efficient Multimodal Pathology Reasoning—0
KIPPO: Koopman-Inspired Proximal Policy Optimization—0
Computational Efficiency under Covariate Shift in Kernel Ridge Regression—0
Path-integral molecular dynamics with actively-trained and universal machine learning force fieldsCode0
Flexible-weighted Chamfer Distance: Enhanced Objective Function for Point Cloud Completion—0
Sample and Computationally Efficient Continuous-Time Reinforcement Learning with General Function ApproximationCode0
Developing RPC-Net: Leveraging High-Density Electromyography and Machine Learning for Improved Hand Position Estimation—0
Quantum Optimization via Gradient-Based Hamiltonian DescentCode0
VAMO: Efficient Large-Scale Nonconvex Optimization via Adaptive Zeroth Order Variance Reduction—0
An Asymptotic Equation Linking WAIC and WBIC in Singular Models—0
Place Cells as Proximity-Preserving Embeddings: From Multi-Scale Random Walk to Straight-Forward Path Planning—0
Adaptive Cyclic Diffusion for Inference Scaling—0
ModRWKV: Transformer Multimodality in Linear TimeCode0
UHD Image Dehazing via anDehazeFormer with Atmospheric-aware KV Cache—0
EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation—0
3D Gaussian Adaptive Reconstruction for Fourier Light-Field Microscopy—0
Net-Zero: A Comparative Study on Neural Network Design for Climate-Economic PDEs Under Uncertainty—0
GANCompress: GAN-Enhanced Neural Image Compression with Binary Spherical Quantization—0
SourceDetMamba: A Graph-aware State Space Model for Source Detection in Sequential Hypergraphs—0
A Control Oriented Fractional-Order Model of Lithium-ion Batteries Based on Caputo Definition—0
Model Selection for Gaussian-gated Gaussian Mixture of Experts Using Dendrograms of Mixing Measures—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified