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 726–750 of 4891 papers

TitleStatusHype
MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image ClassificationCode1
Rethinking Brain Tumor Segmentation from the Frequency Domain PerspectiveCode1
Benchmarking the Robustness of Spatial-Temporal Models Against CorruptionsCode1
DiGRAF: Diffeomorphic Graph-Adaptive Activation FunctionCode1
Multi-criteria Token Fusion with One-step-ahead Attention for Efficient Vision TransformersCode1
Adaptive Focus for Efficient Video RecognitionCode1
Cross-attention Inspired Selective State Space Models for Target Sound ExtractionCode1
BetterNet: An Efficient CNN Architecture with Residual Learning and Attention for Precision Polyp SegmentationCode1
Multiscale Context-Aware Ensemble Deep KELM for Efficient Hyperspectral Image ClassificationCode1
Cross-Modality Multi-Atlas Segmentation via Deep Registration and Label FusionCode1
CosmoPower-JAX: high-dimensional Bayesian inference with differentiable cosmological emulatorsCode1
CFT-RAG: An Entity Tree Based Retrieval Augmented Generation Algorithm With Cuckoo FilterCode1
Enhancing Vision-Language Few-Shot Adaptation with Negative LearningCode1
Adaptive Fourier Neural Operators: Efficient Token Mixers for TransformersCode1
Neural Hamilton: Can A.I. Understand Hamiltonian Mechanics?Code1
Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics DiscoveryCode1
Correlation Filters for Unmanned Aerial Vehicle-Based Aerial Tracking: A Review and Experimental EvaluationCode1
CryoAI: Amortized Inference of Poses for Ab Initio Reconstruction of 3D Molecular Volumes from Real Cryo-EM ImagesCode1
ntLink: a toolkit for de novo genome assembly scaffolding and mapping using long readsCode1
Beyond The Rainbow: High Performance Deep Reinforcement Learning on a Desktop PCCode1
Objects do not disappear: Video object detection by single-frame object location anticipationCode1
An Asynchronous Intensity Representation for Framed and Event Video SourcesCode1
Octopus Inspired Optimization Algorithm: Multi-Level Structures and Parallel Computing StrategiesCode1
Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal ContrastCode1
ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic SeizuresCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified