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 526–550 of 4891 papers

TitleStatusHype
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