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 1051–1075 of 4891 papers

TitleStatusHype
Schreier-Coset Graph Propagation—0
Threshold Strategy for Leaking Corner-Free Hamilton-Jacobi Reachability with Decomposed Computations—0
Multi-Robot Task Allocation for Homogeneous Tasks with Collision Avoidance via Spatial Clustering—0
Fast Learning in Quantitative Finance with Extreme Learning Machine—0
BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image AnalysisCode0
Insights into DeepSeek-V3: Scaling Challenges and Reflections on Hardware for AI Architectures—0
Generating Full-field Evolution of Physical Dynamics from Irregular Sparse Observations—0
Sequential Monte Carlo Squared for online inference in stochastic epidemic modelsCode0
The Quadrature Gaussian Sum Filter and Smoother for Wiener Systems—0
ConDiSim: Conditional Diffusion Models for Simulation Based Inference—0
HMPNet: A Feature Aggregation Architecture for Maritime Object Detection from a Shipborne PerspectiveCode0
SIM-Shapley: A Stable and Computationally Efficient Approach to Shapley Value ApproximationCode0
LCES: Zero-shot Automated Essay Scoring via Pairwise Comparisons Using Large Language Models—0
Template-Guided Reconstruction of Pulmonary Segments with Neural Implicit FunctionsCode0
Monte Carlo Beam Search for Actor-Critic Reinforcement Learning in Continuous Control—0
SkillFormer: Unified Multi-View Video Understanding for Proficiency Estimation—0
PWC-MoE: Privacy-Aware Wireless Collaborative Mixture of Experts—0
A Social Robot with Inner Speech for Dietary GuidanceCode0
QUPID: Quantified Understanding for Enhanced Performance, Insights, and Decisions in Korean Search Engines—0
Non-Conservative Data-driven Safe Control Design for Nonlinear Systems with Polyhedral Safe Sets—0
Mobile Jamming Mitigation in 5G Networks: A MUSIC-Based Adaptive Beamforming Approach—0
Lightweight Multispectral Crop-Weed Segmentation for Precision Agriculture—0
Towards a physically realistic computationally efficient DVS pixel model—0
JSover: Joint Spectrum Estimation and Multi-Material Decomposition from Single-Energy CT Projections—0
Benchmarking of CPU-intensive Stream Data Processing in The Edge Computing Systems—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified