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 2351–2375 of 4891 papers

TitleStatusHype
Enhancing Transferability of Adversarial Attacks with GE-AdvGAN+: A Comprehensive Framework for Gradient Editing—0
Deep Learning Improvements for Sparse Spatial Field Reconstruction—0
MambaOcc: Visual State Space Model for BEV-based Occupancy Prediction with Local Adaptive ReorderingCode0
Efficient Detection of Toxic Prompts in Large Language Models—0
EE-MLLM: A Data-Efficient and Compute-Efficient Multimodal Large Language Model—0
Quantifying Behavioural Distance Between Mathematical Expressions—0
Approximation of the Proximal Operator of the _ Norm Using a Neural NetworkCode0
HMoE: Heterogeneous Mixture of Experts for Language Modeling—0
UKAN: Unbound Kolmogorov-Arnold Network Accompanied with Accelerated Library—0
A Lightweight Modular Framework for Low-Cost Open-Vocabulary Object Detection TrainingCode0
Ensemble Prediction via Covariate-dependent StackingCode0
Neural Horizon Model Predictive Control -- Increasing Computational Efficiency with Neural Networks—0
MambaLoc: Efficient Camera Localisation via State Space Model—0
Efficient Budget Allocation for Large-Scale LLM-Enabled Virtual Screening—0
ELASTIC: Efficient Linear Attention for Sequential Interest Compression—0
CTR-KAN: KAN for Adaptive High-Order Feature Interaction ModelingCode0
Bee-yond the Plateau: Training QNNs with Swarm Algorithms—0
ColorMamba: Towards High-quality NIR-to-RGB Spectral Translation with MambaCode0
H_2-optimal Model Reduction of Linear Quadratic Output Systems in Finite Frequency Range—0
Data Clustering and Visualization with Recursive Goemans-Williamson MaxCut Algorithm—0
Information Geometry and Beta Link for Optimizing Sparse Variational Student-t Processes—0
Robust Model Predictive Control for Aircraft Intent-Aware Collision Avoidance—0
Event-Stream Super Resolution using Sigma-Delta Neural Network—0
Enhancing Diabetic Retinopathy Diagnosis: A Lightweight CNN Architecture for Efficient Exudate Detection in Retinal Fundus Images—0
A hybrid neural network for real-time OD demand calibration under disruptions—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified