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 2701–2750 of 4891 papers

TitleStatusHype
Applications of ML-Based Surrogates in Bayesian Approaches to Inverse Problems—0
spateGAN: Spatio-Temporal Downscaling of Rainfall Fields Using a cGAN ApproachCode0
Effortless Cross-Platform Video Codec: A Codebook-Based Method—0
TpopT: Efficient Trainable Template Optimization on Low-Dimensional Manifolds—0
Efficient and Effective Deep Multi-view Subspace Clustering—0
Merging Experts into One: Improving Computational Efficiency of Mixture of ExpertsCode1
Re-initialization-free Level Set Method via Molecular Beam Epitaxy Equation Regularization for Image Segmentation—0
QUIK: Towards End-to-End 4-Bit Inference on Generative Large Language ModelsCode1
Fast Word Error Rate Estimation Using Self-Supervised Representations for Speech and Text—0
QArchSearch: A Scalable Quantum Architecture Search Package—0
EViT: An Eagle Vision Transformer with Bi-Fovea Self-AttentionCode1
An Edge-Aware Graph Autoencoder Trained on Scale-Imbalanced Data for Traveling Salesman Problems—0
Focus on Local Regions for Query-based Object Detection—0
Realizing Stabilized Landing for Computation-Limited Reusable Rockets: A Quantum Reinforcement Learning Approach—0
A Comparison between Markov Chain and Koopman Operator Based Data-Driven Modeling of Dynamical Systems—0
On Time Domain Conformer Models for Monaural Speech Separation in Noisy Reverberant Acoustic EnvironmentsCode1
Robust-GBDT: GBDT with Nonconvex Loss for Tabular Classification in the Presence of Label Noise and Class ImbalanceCode1
QE-BEV: Query Evolution for Bird's Eye View Object Detection in Varied ContextsCode0
Task Aware Modulation using Representation Learning: An Approach for Few Shot Learning in Environmental Systems—0
Can pruning make Large Language Models more efficient?—0
Federated Fine-Tuning of LLMs on the Very Edge: The Good, the Bad, the Ugly—0
Privacy-preserving Multi-biometric Indexing based on Frequent Binary Patterns—0
Efficient Quantification and Representation of Aggregate Flexibility in Electric VehiclesCode0
xVal: A Continuous Numerical Tokenization for Scientific Language ModelsCode1
Learning to Reach Goals via DiffusionCode0
Fast, Expressive SE(n) Equivariant Networks through Weight-Sharing in Position-Orientation SpaceCode1
An Integer Clustering Approach for Modeling Large-Scale EV Fleets with Guaranteed Performance—0
DeepHGCN: Toward Deeper Hyperbolic Graph Convolutional NetworksCode0
The Inhibitor: ReLU and Addition-Based Attention for Efficient Transformers—0
VENOM: A Vectorized N:M Format for Unleashing the Power of Sparse Tensor CoresCode1
DeepZero: Scaling up Zeroth-Order Optimization for Deep Model TrainingCode1
Randomized Dimension Reduction with Statistical Guarantees—0
Robustifying State-space Models for Long Sequences via Approximate Diagonalization—0
Variance-Aware Regret Bounds for Stochastic Contextual Dueling BanditsCode0
CoDBench: A Critical Evaluation of Data-driven Models for Continuous Dynamical Systems—0
Iterative Semi-Supervised Learning for Abdominal Organs and Tumor SegmentationCode0
Efficient MPC for Emergency Evasive Maneuvers, Part I: Hybridization of the Nonlinear Problem—0
Efficient MPC for Emergency Evasive Maneuvers, Part II: Comparative Assessment for Hybrid Control—0
Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model ReasoningCode0
Quantum-Based Feature Selection for Multi-classification Problem in Complex Systems with Edge Computing—0
DeformUX-Net: Exploring a 3D Foundation Backbone for Medical Image Segmentation with Depthwise Deformable ConvolutionCode1
PlaceNav: Topological Navigation through Place Recognition—0
Deep Representation Learning for Prediction of Temporal Event Sets in the Continuous Time DomainCode0
Efficient Anatomical Labeling of Pulmonary Tree Structures via Deep Point-Graph Representation-based Implicit FieldsCode0
Benchmarking and In-depth Performance Study of Large Language Models on Habana Gaudi Processors—0
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem SolvingCode3
Training and inference of large language models using 8-bit floating point—0
Maximal Volume Matrix Cross Approximation for Image Compression and Least Squares Solution—0
Multi-Modal Financial Time-Series Retrieval Through Latent Space Projections—0
An analysis of the derivative-free loss method for solving PDEs—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified