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 101–150 of 4891 papers

TitleStatusHype
The Four Color Theorem for Cell Instance SegmentationCode1
Attention, Please! Revisiting Attentive Probing for Masked Image ModelingCode1
An Effective End-to-End Solution for Multimodal Action Recognition—0
Rethinking Brain Tumor Segmentation from the Frequency Domain PerspectiveCode1
Bayesian Probabilistic Matrix Factorization—0
Extended Spherical Geometry Algorithm for Spaceborne SAR Processing in Stripmap and TOPS Imaging Modes—0
Efficient Uncertainty Propagation with Guarantees in Wasserstein Distance—0
HabSim: Architecture for modelling disruptions, propagation, detection and repair in deep space habitats—0
Offline RL with Smooth OOD Generalization in Convex Hull and its NeighborhoodCode0
StreamSplat: Towards Online Dynamic 3D Reconstruction from Uncalibrated Video StreamsCode2
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis—0
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic SamplingCode1
KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series ForecastingCode1
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
InceptionMamba: An Efficient Hybrid Network with Large Band Convolution and Bottleneck MambaCode1
Rethinking Range-View LiDAR Segmentation in Adverse Weather—0
HyColor: An Efficient Heuristic Algorithm for Graph Coloring—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
MapBERT: Bitwise Masked Modeling for Real-Time Semantic Mapping Generation—0
Spatio-Temporal State Space Model For Efficient Event-Based Optical FlowCode1
Accelerating Spectral Clustering under Fairness Constraints—0
Simultaneous Segmentation of Ventricles and Normal/Abnormal White Matter Hyperintensities in Clinical MRI using Deep Learning—0
Dual-Priv Pruning : Efficient Differential Private Fine-Tuning in Multimodal Large Language Models—0
Toward Reliable AR-Guided Surgical Navigation: Interactive Deformation Modeling with Data-Driven Biomechanics and PromptsCode0
Bio-Inspired Classification: Combining Information Theory and Spiking Neural Networks -- Influence of the Learning Rules—0
DAM: Dynamic Attention Mask for Long-Context Large Language Model Inference AccelerationCode1
Vid2Sim: Generalizable, Video-based Reconstruction of Appearance, Geometry and Physics for Mesh-free Simulation—0
Unlocking Chemical Insights: Superior Molecular Representations from Intermediate Encoder LayersCode0
SDS-Net: Shallow-Deep Synergism-detection Network for infrared small target detectionCode1
DynamicMind: A Tri-Mode Thinking System for Large Language Models—0
U-NetMN and SegNetMN: Modified U-Net and SegNet models for bimodal SAR image segmentation—0
Efficient Robust Conformal Prediction via Lipschitz-Bounded NetworksCode0
DeePoly: A High-Order Accuracy Scientific Machine Learning Framework for Function Approximation and Solving PDEsCode1
TALL -- A Trainable Architecture for Enhancing LLM Performance in Low-Resource Languages—0
A Survey on Vietnamese Document Analysis and Recognition: Challenges and Future Directions—0
Long or short CoT? Investigating Instance-level Switch of Large Reasoning Models—0
SF^2Bench: Evaluating Data-Driven Models for Compound Flood Forecasting in South Florida—0
An Improved Finite Element Modeling Method for Triply Periodic Minimal Surface Structures Based on Element Size and Minimum Jacobian—0
Pruning Everything, Everywhere, All at OnceCode0
GARG-AML against Smurfing: A Scalable and Interpretable Graph-Based Framework for Anti-Money LaunderingCode0
Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs—0
Privacy-Preserving Federated Convex Optimization: Balancing Partial-Participation and Efficiency via Noise Cancellation—0
FuXi-Ocean: A Global Ocean Forecasting System with Sub-Daily Resolution—0
Alternates, Assemble! Selecting Optimal Alternates for Citizens' Assemblies—0
HENT-SRT: Hierarchical Efficient Neural Transducer with Self-Distillation for Joint Speech Recognition and Translation—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified