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 2451–2475 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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified