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

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Showing 2451–2500 of 4891 papers

TitleStatusHype
Quantum framework for Reinforcement Learning: Integrating Markov decision process, quantum arithmetic, and trajectory search—0
Quantum-Inspired Portfolio Optimization In The QUBO Framework—0
Quantum Kernel-Based Long Short-term Memory for Climate Time-Series Forecasting—0
Quantum Speedup of Natural Gradient for Variational Bayes—0
Quantum-Powered Personalized Learning—0
Quantum Rationale-Aware Graph Contrastive Learning for Jet Discrimination—0
Quantum Reinforcement Learning-Based Two-Stage Unit Commitment Framework for Enhanced Power Systems Robustness—0
QuantuneV2: Compiler-Based Local Metric-Driven Mixed Precision Quantization for Practical Embedded AI Applications—0
Quasi-Bayesian Estimation and Inference with Control Functions—0
QueEn: A Large Language Model for Quechua-English Translation—0
Query-Aware MCMC—0
Question-to-Question Retrieval for Hallucination-Free Knowledge Access: An Approach for Wikipedia and Wikidata Question Answering—0
Queueing Analysis of GPU-Based Inference Servers with Dynamic Batching: A Closed-Form Characterization—0
QUPID: Quantified Understanding for Enhanced Performance, Insights, and Decisions in Korean Search Engines—0
QVD: Post-training Quantization for Video Diffusion Models—0
CLEANing Cygnus A deep and fast with R2D2—0
R2-Talker: Realistic Real-Time Talking Head Synthesis with Hash Grid Landmarks Encoding and Progressive Multilayer Conditioning—0
Radio astronomical images object detection and segmentation: A benchmark on deep learning methods—0
RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours—0
RAMCT: Novel Region-adaptive Multi-channel Tracker with Iterative Tikhonov Regularization for Thermal Infrared Tracking—0
Random Exploration in Bayesian Optimization: Order-Optimal Regret and Computational Efficiency—0
Random Fourier Features for Asymmetric Kernels—0
Randomized Dimension Reduction with Statistical Guarantees—0
Eigen-spectrograms: An interpretable feature space for bearing fault diagnosis based on artificial intelligence and image processing—0
Randomized-Grid Search for Hyperparameter Tuning in Decision Tree Model to Improve Performance of Cardiovascular Disease Classification—0
Randomly Initialized One-Layer Neural Networks Make Data Linearly Separable—0
Random Projection Neural Networks of Best Approximation: Convergence theory and practical applications—0
Random Projections and Natural Sparsity in Time-Series Classification: A Theoretical Analysis—0
RankingMatch: Delving into Semi-Supervised Learning with Consistency Regularization and Ranking Loss—0
Ranking Preserving Hashing for Fast Similarity Search—0
RankSHAP: Shapley Value Based Feature Attributions for Learning to Rank—0
Rapid Parameter Estimation for Extreme Mass Ratio Inspirals Using Machine Learning—0
RAPID: Robust APT Detection and Investigation Using Context-Aware Deep Learning—0
ReActXGB: A Hybrid Binary Convolutional Neural Network Architecture for Improved Performance and Computational Efficiency—0
Realizing Stabilized Landing for Computation-Limited Reusable Rockets: A Quantum Reinforcement Learning Approach—0
Real-time 2D/3D Registration via CNN Regression—0
Real-Time Adaptive Safety-Critical Control with Gaussian Processes in High-Order Uncertain Models—0
Real-time decision-making for autonomous vehicles under faults—0
Dispatchable Region for Active Distribution Networks Using Approximate Second-Order Cone Relaxation—0
Real-Time Energy-Optimal Path Planning for Electric Vehicles—0
Real-time hybrid controls of energy storage and load shedding for integrated power and energy systems of ships—0
Real-time Local Feature with Global Visual Information Enhancement—0
Real-time Monitoring of Lower Limb Movement Resistance Based on Deep Learning—0
Real-Time Radio Technology and Modulation Classification via an LSTM Auto-Encoder—0
Real-time Traffic Simulation and Management for Large-scale Urban Air Mobility: Integrating Route Guidance and Collision Avoidance—0
Reconciling "priors" & "priors" without prejudice?—0
Reconfigurable Intelligent Surface-Enabled Gridless DoA Estimation System for NLoS Scenarios—0
Reconstructing Neural Parameters and Synapses of arbitrary interconnected Neurons from their Simulated Spiking Activity—0
Reconstruction of Cortical Surfaces with Spherical Topology from Infant Brain MRI via Recurrent Deformation Learning—0
Recovering Unobserved Network Links from Aggregated Relational Data: Discussions on Bayesian Latent Surface Modeling and Penalized Regression—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified