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 1751–1775 of 4891 papers

TitleStatusHype
Bridging Autoencoders and Dynamic Mode Decomposition for Reduced-order Modeling and Control of PDEs—0
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Self-Supervised State Space Model for Real-Time Traffic Accident Prediction Using eKAN NetworksCode0
Enhancing Cross-Modality Synthesis: Subvolume Merging for MRI-to-CT Conversion—0
Towards Democratizing Multilingual Large Language Models For Medicine Through A Two-Stage Instruction Fine-tuning ApproachCode0
M3-Jepa: Multimodal Alignment via Multi-directional MoE based on the JEPA frameworkCode1
Consensus-based Distributed Quantum Kernel Learning for Speech Recognition—0
ReL-SAR: Representation Learning for Skeleton Action Recognition with Convolutional Transformers and BYOLCode0
NeurLZ: An Online Neural Learning-Based Method to Enhance Scientific Lossy Compression—0
WaterSeeker: Pioneering Efficient Detection of Watermarked Segments in Large DocumentsCode0
Time-independent Spiking Neuron via Membrane Potential Estimation for Efficient Spiking Neural NetworksCode1
Cross-attention Inspired Selective State Space Models for Target Sound ExtractionCode1
VidLPRO: A Video-Language Pre-training Framework for Robotic and Laparoscopic Surgery—0
An Efficient and Generalizable Symbolic Regression Method for Time Series Analysis—0
On the Complexity of Neural Computation in Superposition—0
Onboard Satellite Image Classification for Earth Observation: A Comparative Study of ViT ModelsCode0
Parallel AutoRegressive Models for Multi-Agent Combinatorial OptimizationCode1
InfraLib: Enabling Reinforcement Learning and Decision-Making for Large-Scale Infrastructure Management—0
A Physics-Informed Machine Learning Approach for Solving Distributed Order Fractional Differential Equations—0
Shuffle Vision Transformer: Lightweight, Fast and Efficient Recognition of Driver Facial Expression—0
State-space models are accurate and efficient neural operators for dynamical systemsCode0
Exact first passage time distribution for second-order reactions in chemical networks—0
Efficient Image Compression Using Advanced State Space Models—0
Relative-Translation Invariant Wasserstein Distance—0
Deep Adaptive Interest Network: Personalized Recommendation with Context-Aware Learning—0
Show:102550
← PrevPage 71 of 196Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified