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

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Showing 501–550 of 4891 papers

TitleStatusHype
Contrast-Phys+: Unsupervised and Weakly-supervised Video-based Remote Physiological Measurement via Spatiotemporal ContrastCode1
Large Language Models Are Not Robust Multiple Choice SelectorsCode1
Simulating room transfer functions between transducers mounted on audio devices using a modified image source methodCode1
SQLdepth: Generalizable Self-Supervised Fine-Structured Monocular Depth EstimationCode1
BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decompositionCode1
Accel-GCN: High-Performance GPU Accelerator Design for Graph Convolution NetworksCode1
Efficient Real-time Path Planning with Self-evolving Particle Swarm Optimization in Dynamic ScenariosCode1
FedPop: Federated Population-based Hyperparameter TuningCode1
Probabilistic MIMO U-Net: Efficient and Accurate Uncertainty Estimation for Pixel-wise RegressionCode1
A practical PINN framework for multi-scale problems with multi-magnitude loss termsCode1
PETformer: Long-term Time Series Forecasting via Placeholder-enhanced TransformerCode1
Objects do not disappear: Video object detection by single-frame object location anticipationCode1
JEN-1: Text-Guided Universal Music Generation with Omnidirectional Diffusion ModelsCode1
Learning Fine-Grained Features for Pixel-wise Video CorrespondencesCode1
A State-Space Perspective on Modelling and Inference for Online Skill RatingCode1
Fully 11 Convolutional Network for Lightweight Image Super-ResolutionCode1
From continuous-time formulations to discretization schemes: tensor trains and robust regression for BSDEs and parabolic PDEsCode1
Differentially Flat Learning-based Model Predictive Control Using a Stability, State, and Input Constraining Safety FilterCode1
Variational Autoencoding of Dental Point CloudsCode1
Predicting small molecules solubilities on endpoint devices using deep ensemble neural networksCode1
Deep Speech Synthesis from MRI-Based Articulatory RepresentationsCode1
Remote Sensing Image Change Detection with Graph InteractionCode1
Contextualizing MLP-Mixers Spatiotemporally for Urban Data Forecast at ScaleCode1
TopicFM+: Boosting Accuracy and Efficiency of Topic-Assisted Feature MatchingCode1
On efficient computation in active inferenceCode1
Practical and Asymptotically Exact Conditional Sampling in Diffusion ModelsCode1
Scaling MLPs: A Tale of Inductive BiasCode1
Highly accurate and efficient deep learning paradigm for full-atom protein loop modeling with KarmaLoopCode1
Dynamic Implicit Image Function for Efficient Arbitrary-Scale Image RepresentationCode1
HabiCrowd: A High Performance Simulator for Crowd-Aware Visual NavigationCode1
InRank: Incremental Low-Rank LearningCode1
From NeRFLiX to NeRFLiX++: A General NeRF-Agnostic Restorer ParadigmCode1
Hexatagging: Projective Dependency Parsing as TaggingCode1
An adaptive augmented Lagrangian method for training physics and equality constrained artificial neural networksCode1
Estimating Koopman operators with sketching to provably learn large scale dynamical systemsCode1
FAMO: Fast Adaptive Multitask OptimizationCode1
Content-aware Token Sharing for Efficient Semantic Segmentation with Vision TransformersCode1
Beyond Regular Grids: Fourier-Based Neural Operators on Arbitrary DomainsCode1
PROTO: Iterative Policy Regularized Offline-to-Online Reinforcement LearningCode1
Neural incomplete factorization: learning preconditioners for the conjugate gradient methodCode1
Confronting Ambiguity in 6D Object Pose Estimation via Score-Based Diffusion on SE(3)Code1
Efficient ConvBN Blocks for Transfer Learning and BeyondCode1
Principal Uncertainty Quantification with Spatial Correlation for Image Restoration ProblemsCode1
Five A^+ Network: You Only Need 9K Parameters for Underwater Image EnhancementCode1
A machine learning-based viscoelastic-viscoplastic model for epoxy nanocomposites with moisture contentCode1
MotionBEV: Attention-Aware Online LiDAR Moving Object Segmentation with Bird's Eye View based Appearance and Motion FeaturesCode1
CosmoPower-JAX: high-dimensional Bayesian inference with differentiable cosmological emulatorsCode1
SlicerTMS: Real-Time Visualization of Transcranial Magnetic Stimulation for Mental Health TreatmentCode1
Towards Better Graph Representation Learning with Parameterized Decomposition & FilteringCode1
Camera-Based HRV Prediction for Remote Learning EnvironmentsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified