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 2401–2450 of 4891 papers

TitleStatusHype
Hybrid Coordinate Descent for Efficient Neural Network Learning Using Line Search and Gradient Descent—0
Multi-head Spatial-Spectral Mamba for Hyperspectral Image ClassificationCode0
WaveMamba: Spatial-Spectral Wavelet Mamba for Hyperspectral Image Classification—0
NeuralFactors: A Novel Factor Learning Approach to Generative Modeling of Equities—0
GNN-SKAN: Harnessing the Power of SwallowKAN to Advance Molecular Representation Learning with GNNs—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
MonoMM: A Multi-scale Mamba-Enhanced Network for Real-time Monocular 3D Object Detection—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
Exploiting Change Blindness for Video Coding: Perspectives from a Less Promising User Study—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
Integrating Agent-Based and Compartmental Models for Infectious Disease Modeling: A Novel Hybrid Approach—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
Taylor-Expansion-Based Robust Power Flow in Unbalanced Distribution Systems: A Hybrid Data-Aided Method—0
Faster Image2Video Generation: A Closer Look at CLIP Image Embedding's Impact on Spatio-Temporal Cross-Attentions—0
Sewer Image Super-Resolution with Depth Priors and Its Lightweight Network—0
VIMs: Virtual Immunohistochemistry Multiplex staining via Text-to-Stain Diffusion Trained on Uniplex Stains—0
Multilevel Monte Carlo in Sample Average Approximation: Convergence, Complexity and Application—0
Learn from the Learnt: Source-Free Active Domain Adaptation via Contrastive Sampling and Visual PersistenceCode0
UOUO: Uncontextualized Uncommon Objects for Measuring Knowledge Horizons of Vision Language Models—0
SDoH-GPT: Using Large Language Models to Extract Social Determinants of Health (SDoH)—0
An Efficient Procedure for Computing Bayesian Network Structure Learning—0
Imperfect Vision Encoders: Efficient and Robust Tuning for Vision-Language Models—0
Evaluating Uncertainties in Electricity Markets via Machine Learning and Quantum Computing—0
CloudFixer: Test-Time Adaptation for 3D Point Clouds via Diffusion-Guided Geometric TransformationCode0
Quantum Computing for Climate Resilience and Sustainability Challenges—0
Enhancing GNNs Performance on Combinatorial Optimization by Recurrent Feature Update—0
On-the-fly spectral unmixing based on Kalman filtering—0
Robust personalized pricing under uncertainty of purchase probabilities—0
An Interface Method for Co-simulation of EMT Model and Shifted Frequency EMT Model Based on Rotational Invariance Techniques—0
Leveraging Uniformization and Sparsity for Computation of Continuous Time Dynamic Discrete Choice Games—0
-Brush: Controllable Large Image Synthesis with Diffusion Models in Infinite DimensionsCode0
FairViT: Fair Vision Transformer via Adaptive MaskingCode0
LORTSAR: Low-Rank Transformer for Skeleton-based Action Recognition—0
Geometric Active Exploration in Markov Decision Processes: the Benefit of Abstraction—0
Scalable Exploration via Ensemble++Code0
Predictive control for nonlinear stochastic systems: Closed-loop guarantees with unbounded noise—0
MO-EMT-NAS: Multi-Objective Continuous Transfer of Architectural Knowledge Between Tasks from Different Datasets—0
Quantum Natural Stochastic Pairwise Coordinate DescentCode0
Serialized Point Mamba: A Serialized Point Cloud Mamba Segmentation Model—0
QVD: Post-training Quantization for Video Diffusion Models—0
Zero-Shot Adaptation for Approximate Posterior Sampling of Diffusion Models in Inverse ProblemsCode0
A Benchmark for Fairness-Aware Graph Learning—0
RIMformer: An End-to-End Transformer for FMCW Radar Interference Mitigation—0
PADRe: A Unifying Polynomial Attention Drop-in Replacement for Efficient Vision Transformer—0
On Machine Learning Approaches for Protein-Ligand Binding Affinity Prediction—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified