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 1626–1650 of 4891 papers

TitleStatusHype
FLOPS: Forward Learning with OPtimal Sampling—0
SPikE-SSM: A Sparse, Precise, and Efficient Spiking State Space Model for Long Sequences Learning—0
Residual Kolmogorov-Arnold Network for Enhanced Deep LearningCode3
SegINR: Segment-wise Implicit Neural Representation for Sequence Alignment in Neural Text-to-Speech—0
Granular Ball Twin Support Vector MachineCode0
GARLIC: LLM-Guided Dynamic Progress Control with Hierarchical Weighted Graph for Long Document QA—0
CR-CTC: Consistency regularization on CTC for improved speech recognition—0
IGroupSS-Mamba: Interval Group Spatial-Spectral Mamba for Hyperspectral Image Classification—0
Diffusion Models in 3D Vision: A Survey—0
Bisimulation metric for Model Predictive ControlCode0
Upsample or Upweight? Balanced Training on Heavily Imbalanced Datasets—0
Spectral Densities, Structured Noise and Ensemble Averaging within Open Quantum Dynamics—0
Improving Temporal Link Prediction via Temporal Walk Matrix ProjectionCode1
STONE: A Submodular Optimization Framework for Active 3D Object DetectionCode0
Efficient Training of Neural Stochastic Differential Equations by Matching Finite Dimensional Distributions—0
S7: Selective and Simplified State Space Layers for Sequence Modeling—0
Never Mind The No-Ops: Faster and Less Volatile Simulation Modelling of Co-Evolutionary Species Interactions via Spatial Cyclic GamesCode0
Learning Structured Representations by Embedding Class Hierarchy with Fast Optimal TransportCode0
A Training-Free Conditional Diffusion Model for Learning Stochastic Dynamical SystemsCode0
Guaranteed-Safe MPPI Through Composite Control Barrier Functions for Efficient Sampling in Multi-Constrained Robotic Systems—0
Remember and Recall: Associative-Memory-based Trajectory Prediction—0
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement—0
Efficient Second-Order Neural Network Optimization via Adaptive Trust Region Methods—0
SSL-NBV: A Self-Supervised-Learning-Based Next-Best-View algorithm for Efficient 3D Plant Reconstruction by a Robot—0
TPP-LLM: Modeling Temporal Point Processes by Efficiently Fine-Tuning Large Language ModelsCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified