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 1151–1200 of 4891 papers

TitleStatusHype
Dynamic Group Normalization: Spatio-Temporal Adaptation to Evolving Data Statistics—0
Semantic-guided Cross-Modal Prompt Learning for Skeleton-based Zero-shot Action Recognition—0
Dataset Distillation with Neural Characteristic Function: A Minmax PerspectiveCode3
Star with Bilinear Mapping—0
RivuletMLP: An MLP-based Architecture for Efficient Compressed Video Quality Enhancement—0
STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search—0
SuperLightNet: Lightweight Parameter Aggregation Network for Multimodal Brain Tumor SegmentationCode0
DefMamba: Deformable Visual State Space Model—0
VISTREAM: Improving Computation Efficiency of Visual Streaming Perception via Law-of-Charge-Conservation Inspired Spiking Neural Network—0
Learning Weather Models from Data with WSINDy—0
LENS-XAI: Redefining Lightweight and Explainable Network Security through Knowledge Distillation and Variational Autoencoders for Scalable Intrusion Detection in Cybersecurity—0
HCMA-UNet: A Hybrid CNN-Mamba UNet with Axial Self-Attention for Efficient Breast Cancer SegmentationCode1
AttriReBoost: A Gradient-Free Propagation Optimization Method for Cold Start Mitigation in Attribute Missing GraphsCode0
Hybrid Firefly-Genetic Algorithm for Single and Multi-dimensional 0-1 Knapsack Problems—0
NeuroSleepNet: A Multi-Head Self-Attention Based Automatic Sleep Scoring Scheme with Spatial and Multi-Scale Temporal Representation Learning—0
Different thresholding methods on Nearest Shrunken Centroid algorithm—0
SG-Splatting: Accelerating 3D Gaussian Splatting with Spherical Gaussians—0
Taming Feed-forward Reconstruction Models as Latent Encoders for 3D Generative Models—0
DeepF-fNet: a physics-informed neural network for vibration isolation optimization—0
Dynamic Adaptation in Data Storage: Real-Time Machine Learning for Enhanced Prefetching—0
A Predefined-Time Convergent and Noise-Tolerant Zeroing Neural Network Model for Time Variant Quadratic Programming With Application to Robot Motion Planning—0
MATEY: multiscale adaptive foundation models for spatiotemporal physical systems—0
MAKIMA: Tuning-free Multi-Attribute Open-domain Video Editing via Mask-Guided Attention Modulation—0
Plastic Waste Classification Using Deep Learning: Insights from the WaDaBa Dataset—0
Frames and vertex-frequency representations in graph fractional Fourier domain—0
TeLU Activation Function for Fast and Stable Deep LearningCode1
Bottom-up robust modeling for the foraging behavior of Physarum polycephalum—0
Low-Rank Contextual Reinforcement Learning from Heterogeneous Human Feedback—0
Modeling Continuous Spatial-temporal Dynamics of Turbulent Flow with Test-time Refinement—0
Revisiting PCA for time series reduction in temporal dimensionCode7
Latenrgy: Model Agnostic Latency and Energy Consumption Prediction for Binary Classifiers—0
Exploring GLU Expansion Ratios: A Study of Structured Pruning in LLaMA-3.2 ModelsCode5
Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting—0
Optimization and Scalability of Collaborative Filtering Algorithms in Large Language Models—0
HAND: Hierarchical Attention Network for Multi-Scale Handwritten Document Recognition and Layout AnalysisCode0
Optimizing Large Language Models with an Enhanced LoRA Fine-Tuning Algorithm for Efficiency and Robustness in NLP Tasks—0
1.58-bit FLUX—0
OMG-HD: A High-Resolution AI Weather Model for End-to-End Forecasts from Observations—0
HTR-JAND: Handwritten Text Recognition with Joint Attention Network and Knowledge DistillationCode0
VORTEX: A Spatial Computing Framework for Optimized Drone Telemetry Extraction from First-Person View Flight Data—0
Quantum framework for Reinforcement Learning: Integrating Markov decision process, quantum arithmetic, and trajectory search—0
Exact Acceleration of Subgraph Graph Neural Networks by Eliminating Computation Redundancy—0
Underwater Image Restoration via Polymorphic Large Kernel CNNsCode1
ArchComplete: Autoregressive 3D Architectural Design Generation with Hierarchical Diffusion-Based UpsamplingCode0
Edge-AI for Agriculture: Lightweight Vision Models for Disease Detection in Resource-Limited Settings—0
An efficient search-and-score algorithm for ancestral graphs using multivariate information scores—0
Coupled differential-algebraic equations framework for modeling six-degree-of-freedom flight dynamics of asymmetric fixed-wing aircraft—0
DiffFormer: a Differential Spatial-Spectral Transformer for Hyperspectral Image ClassificationCode0
Assessing Human Editing Effort on LLM-Generated Texts via Compression-Based Edit DistanceCode0
GausSim: Foreseeing Reality by Gaussian Simulator for Elastic Objects—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified