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 501–550 of 4891 papers

TitleStatusHype
STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring—0
Deep Reinforcement Learning for Day-to-day Dynamic Tolling in Tradable Credit Schemes—0
Gradient-based Sample Selection for Faster Bayesian Optimization—0
V2V3D: View-to-View Denoised 3D Reconstruction for Light-Field Microscopy—0
Search-contempt: a hybrid MCTS algorithm for training AlphaZero-like engines with better computational efficiency—0
Representation Meets Optimization: Training PINNs and PIKANs for Gray-Box Discovery in Systems Pharmacology—0
Cluster-Driven Expert Pruning for Mixture-of-Experts Large Language ModelsCode0
Probability Estimation and Scheduling Optimization for Battery Swap Stations via LRU-Enhanced Genetic Algorithm and Dual-Factor Decision SystemCode0
Regret Bounds for Robust Online Decision Making—0
Distilling Textual Priors from LLM to Efficient Image FusionCode0
InteractRank: Personalized Web-Scale Search Pre-Ranking with Cross Interaction FeaturesCode2
Beyond Reproducibility: Advancing Zero-shot LLM Reranking Efficiency with Setwise Insertion—0
A Comparison of Deep Learning Methods for Cell Detection in Digital CytologyCode0
Density Approximation of Affine Jump Diffusions via Closed-Form Moment Matching—0
MoEDiff-SR: Mixture of Experts-Guided Diffusion Model for Region-Adaptive MRI Super-ResolutionCode1
Adapting GT2-FLS for Uncertainty Quantification: A Blueprint Calibration StrategyCode0
WoundAmbit: Bridging State-of-the-Art Semantic Segmentation and Real-World Wound Care—0
Optuna vs Code Llama: Are LLMs a New Paradigm for Hyperparameter Tuning?—0
econSG: Efficient and Multi-view Consistent Open-Vocabulary 3D Semantic Gaussians—0
GPU-accelerated Evolutionary Many-objective Optimization Using Tensorized NSGA-IIICode3
Robo-taxi Fleet Coordination at Scale via Reinforcement LearningCode1
A Control-Oriented Simplified Single Particle Model with Grouped Parameter and Sensitivity Analysis for Lithium-Ion BatteriesCode1
Hybrid Temporal Differential Consistency Autoencoder for Efficient and Sustainable Anomaly Detection in Cyber-Physical Systems—0
Sparse Optimization for Transfer Learning: A L0-Regularized Framework for Multi-Source Domain Adaptation—0
Embedded Federated Feature Selection with Dynamic Sparse Training: Balancing Accuracy-Cost Tradeoffs—0
Neural network-enhanced integrators for simulating ordinary differential equations—0
Constrained Gaussian Process Motion Planning via Stein Variational Newton Inference—0
Federated Learning for Medical Image Classification: A Comprehensive Benchmark—0
AI2STOW: End-to-End Deep Reinforcement Learning to Construct Master Stowage Plans under Demand UncertaintyCode0
Thanos: A Block-wise Pruning Algorithm for Efficient Large Language Model CompressionCode0
Confidence-Aware Learning Optimal Terminal Guidance via Gaussian Process Regression—0
Planning Safety Trajectories with Dual-Phase, Physics-Informed, and Transportation Knowledge-Driven Large Language ModelsCode0
Loss Functions in Deep Learning: A Comprehensive Review—0
Mapping at First Sense: A Lightweight Neural Network-Based Indoor Structures Prediction Method for Robot Autonomous Exploration—0
DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework—0
Hybrid Real- and Complex-valued Neural Network Architecture—0
On the Connection Between Diffusion Models and Molecular Dynamics—0
REJEPA: A Novel Joint-Embedding Predictive Architecture for Efficient Remote Sensing Image Retrieval—0
Electromyography-Based Gesture Recognition: Hierarchical Feature Extraction for Enhanced Spatial-Temporal Dynamics—0
RF-BayesPhysNet: A Bayesian rPPG Uncertainty Estimation Method for Complex ScenariosCode0
RWKVTTS: Yet another TTS based on RWKV-7Code2
Mathematical Modeling of Option Pricing with an Extended Black-Scholes Framework—0
Advancing Semantic Caching for LLMs with Domain-Specific Embeddings and Synthetic Data—0
Towards Assessing Deep Learning Test Input Generators—0
Integrating Identity-Based Identification against Adaptive Adversaries in Federated Learning—0
Re-thinking Temporal Search for Long-Form Video UnderstandingCode2
Analytical Discovery of Manifold with Machine Learning—0
Scaling Video-Language Models to 10K Frames via Hierarchical Differential DistillationCode2
Improving Harmful Text Detection with Joint Retrieval and External Knowledge—0
A Sensorimotor Vision Transformer—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified