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

Showing 22012225 of 4891 papers

TitleStatusHype
MFTraj: Map-Free, Behavior-Driven Trajectory Prediction for Autonomous Driving0
HandS3C: 3D Hand Mesh Reconstruction with State Space Spatial Channel Attention from RGB images0
Accelerated Fully First-Order Methods for Bilevel and Minimax Optimization0
Variational Bayesian Methods for a Tree-Structured Stick-Breaking Process Mixture of Gaussians by Application of the Bayes Codes for Context Tree Models0
Enhanced Textual Feature Extraction for Visual Question Answering: A Simple Convolutional Approach0
Soft Preference Optimization: Aligning Language Models to Expert Distributions0
Neural Dynamic Data Valuation0
Online and Offline Robust Multivariate Linear Regression0
Distributed Traffic Signal Control via Coordinated Maximum Pressure-plus-Penalty0
GMC-PINNs: A new general Monte Carlo PINNs method for solving fractional partial differential equations on irregular domains0
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice AttentionCode1
RAG and RAU: A Survey on Retrieval-Augmented Language Model in Natural Language ProcessingCode3
SuperCLUE-Fin: Graded Fine-Grained Analysis of Chinese LLMs on Diverse Financial Tasks and Applications0
Landmark Alternating Diffusion0
Spectral-Spatial Mamba for Hyperspectral Image ClassificationCode1
Open-Source Drift Detection Tools in Action: Insights from Two Use Cases0
Enhancing Computational Efficiency in Multiscale Systems Using Deep Learning of Coordinates and Flow Maps0
Implicit Generative Prior for Bayesian Neural NetworksCode0
One-Shot Image Restoration0
Defect Localization Using Region of Interest and Histogram-Based Enhancement Approaches in 3D-Printing0
Latent Modulated Function for Computational Optimal Continuous Image RepresentationCode2
Bi-Mamba+: Bidirectional Mamba for Time Series Forecasting0
ST-MambaSync: The Complement of Mamba and Transformers for Spatial-Temporal in Traffic Flow Prediction0
Detection of circular permutations by Protein Language ModelsCode0
Advances and Open Challenges in Federated Foundation Models0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05Unverified