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 2401–2425 of 4891 papers

TitleStatusHype
WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification—0
Multi-head Spatial-Spectral Mamba for Hyperspectral Image ClassificationCode0
GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs—0
NeuralFactors: A Novel Factor Learning Approach to Generative Modeling of Equities—0
Hybrid Coordinate Descent for Efficient Neural Network Learning Using Line Search and Gradient Descent—0
MonoMM: A Multi-scale Mamba-Enhanced Network for Real-time Monocular 3D Object Detection—0
Cross-Scan Mamba with Masked Training for Robust Spectral Imaging—0
High Performance Im2win and Direct Convolutions using Three Tensor Layouts on SIMD Architectures—0
Exploiting Change Blindness for Video Coding: Perspectives from a Less Promising User Study—0
An Extended Kalman Filter Integrated Latent Feature Model on Dynamic Weighted Directed Graphs—0
SHA-CNN: Scalable Hierarchical Aware Convolutional Neural Network for Edge AI—0
Integrating Agent-Based and Compartmental Models for Infectious Disease Modeling: A Novel Hybrid Approach—0
Machine learning surrogates for efficient hydrologic modeling: Insights from stochastic simulations of managed aquifer recharge—0
AI Safety in Practice: Enhancing Adversarial Robustness in Multimodal Image Captioning—0
Context-Enhanced CSI Tracking Using Koopman-Inspired Dual Autoencoders in Dynamic Wireless Environments—0
LatentArtiFusion: An Effective and Efficient Histological Artifacts Restoration FrameworkCode0
GNN-Based Joint Channel and Power Allocation in Heterogeneous Wireless Networks—0
Sewer Image Super-Resolution with Depth Priors and Its Lightweight Network—0
Faster Image2Video Generation: A Closer Look at CLIP Image Embedding's Impact on Spatio-Temporal Cross-Attentions—0
Taylor-Expansion-Based Robust Power Flow in Unbalanced Distribution Systems: A Hybrid Data-Aided Method—0
VIMs: Virtual Immunohistochemistry Multiplex staining via Text-to-Stain Diffusion Trained on Uniplex Stains—0
Learn from the Learnt: Source-Free Active Domain Adaptation via Contrastive Sampling and Visual PersistenceCode0
Multilevel Monte Carlo in Sample Average Approximation: Convergence, Complexity and Application—0
UOUO: Uncontextualized Uncommon Objects for Measuring Knowledge Horizons of Vision Language Models—0
An Efficient Procedure for Computing Bayesian Network Structure Learning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified