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 101–125 of 4891 papers

TitleStatusHype
Attention, Please! Revisiting Attentive Probing for Masked Image ModelingCode1
Bayesian Probabilistic Matrix Factorization—0
The Four Color Theorem for Cell Instance SegmentationCode1
Rethinking Brain Tumor Segmentation from the Frequency Domain PerspectiveCode1
An Effective End-to-End Solution for Multimodal Action Recognition—0
Extended Spherical Geometry Algorithm for Spaceborne SAR Processing in Stripmap and TOPS Imaging Modes—0
HabSim: Architecture for modelling disruptions, propagation, detection and repair in deep space habitats—0
Efficient Uncertainty Propagation with Guarantees in Wasserstein Distance—0
StreamSplat: Towards Online Dynamic 3D Reconstruction from Uncalibrated Video StreamsCode2
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic SamplingCode1
Rethinking Range-View LiDAR Segmentation in Adverse Weather—0
Offline RL with Smooth OOD Generalization in Convex Hull and its NeighborhoodCode0
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis—0
Local MDI+: Local Feature Importances for Tree-Based Models—0
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)Code0
sparseGeoHOPCA: A Geometric Solution to Sparse Higher-Order PCA Without Covariance Estimation—0
TS-PIELM: Time-Stepping Physics-Informed Extreme Learning Machine Facilitates Soil Consolidation Analyses—0
KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series ForecastingCode1
InceptionMamba: An Efficient Hybrid Network with Large Band Convolution and Bottleneck MambaCode1
HyColor: An Efficient Heuristic Algorithm for Graph Coloring—0
Spatio-Temporal State Space Model For Efficient Event-Based Optical FlowCode1
MapBERT: Bitwise Masked Modeling for Real-Time Semantic Mapping Generation—0
Lightweight Sequential Transformers for Blood Glucose Level Prediction in Type-1 Diabetes—0
OpenSplat3D: Open-Vocabulary 3D Instance Segmentation using Gaussian Splatting—0
GaussianVAE: Adaptive Learning Dynamics of 3D Gaussians for High-Fidelity Super-Resolution—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified