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 851–900 of 4891 papers

TitleStatusHype
FlowRAM: Grounding Flow Matching Policy with Region-Aware Mamba Framework for Robotic Manipulation—0
MoiréXNet: Adaptive Multi-Scale Demoiréing with Linear Attention Test-Time Training and Truncated Flow Matching Prior—0
Islanding Strategy for Smart Grids Oriented to Resilience Enhancement and Its Power Supply Range Optimization—0
Enhancing One-run Privacy Auditing with Quantile Regression-Based Membership Inference—0
Brain Stroke Classification Using Wavelet Transform and MLP Neural Networks on DWI MRI Images—0
Efficient Malware Detection with Optimized Learning on High-Dimensional Features—0
Expressive Score-Based Priors for Distribution Matching with Geometry-Preserving RegularizationCode0
Accurate and scalable exchange-correlation with deep learning—0
Swarm-STL: A Framework for Motion Planning in Large-Scale, Multi-Swarm Systems—0
sHGCN: Simplified hyperbolic graph convolutional neural networksCode0
Adaptive Action Duration with Contextual Bandits for Deep Reinforcement Learning in Dynamic EnvironmentsCode0
A Comprehensive Survey on Deep Learning Solutions for 3D Flood Mapping—0
Sparse Convolutional Recurrent Learning for Efficient Event-based Neuromorphic Object Detection—0
VideoPDE: Unified Generative PDE Solving via Video Inpainting Diffusion Models—0
Improving Prostate Gland Segmenting Using Transformer based Architectures—0
GreedyPrune: Retenting Critical Visual Token Set for Large Vision Language Models—0
Finding Optimal Kernel Size and Dimension in Convolutional Neural Networks An Architecture Optimization Approach—0
A Memetic Walrus Algorithm with Expert-guided Strategy for Adaptive Curriculum Sequencing—0
Avoiding Obfuscation with Prover-Estimator Debate—0
IKDiffuser: A Generative Inverse Kinematics Solver for Multi-arm Robots via Diffusion Model—0
EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated LearningCode0
Hybrid Polynomial Zonotopes: A Set Representation for Reachability Analysis in Hybrid Nonaffine Systems—0
A Technical Study into Small Reasoning Language Models—0
Mitigating loss of variance in ensemble data assimilation: machine learning-based and distance-free localizations for better covariance estimation—0
Deep Fusion of Ultra-Low-Resolution Thermal Camera and Gyroscope Data for Lighting-Robust and Compute-Efficient Rotational Odometry—0
Advances in LLMs with Focus on Reasoning, Adaptability, Efficiency and Ethics—0
Adaptive Multi-resolution Hash-Encoding Framework for INR-based Dental CBCT Reconstruction with Truncated FOV—0
Structural feature enhanced transformer for fine-grained image recognition—0
Data-driven approaches to inverse problems—0
Directed Acyclic Graph Convolutional Networks—0
High-resolution efficient image generation from WiFi CSI using a pretrained latent diffusion model—0
Joint System Modeling Approach for Fault Simulation of Start-er/Generator and Gas Generator in All-Electric APU—0
Energy-Efficient Deep Learning for Traffic Classification on Microcontrollers—0
Structure and asymptotic preserving deep neural surrogates for uncertainty quantification in multiscale kinetic equations—0
Slimming Down LLMs Without Losing Their Minds—0
Relaxation-Free Min-k-Partition for PCI Assignment in 5G Networks—0
NeuroPAL: Punctuated Anytime Learning with Neuroevolution for Macromanagement in Starcraft: Brood War—0
A Hybrid Adaptive Nash Equilibrium Solver for Distributed Multi-Agent Systems with Game-Theoretic Jump Triggering—0
An Effective End-to-End Solution for Multimodal Action Recognition—0
Bayesian Probabilistic Matrix Factorization—0
Rethinking Range-View LiDAR Segmentation in Adverse Weather—0
HabSim: Architecture for modelling disruptions, propagation, detection and repair in deep space habitats—0
Efficient Uncertainty Propagation with Guarantees in Wasserstein Distance—0
Offline RL with Smooth OOD Generalization in Convex Hull and its NeighborhoodCode0
Extended Spherical Geometry Algorithm for Spaceborne SAR Processing in Stripmap and TOPS Imaging Modes—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
NeurIPS 2024 ML4CFD Competition: Results and Retrospective Analysis—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified