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 2326–2350 of 4891 papers

TitleStatusHype
Efficiently Expanding Receptive Fields: Local Split Attention and Parallel Aggregation for Enhanced Large-scale Point Cloud Semantic Segmentation—0
BitNet b1.58 2B4T Technical Report—0
An Efficient Decomposition Framework for Discriminative Segmentation with Supermodular Losses—0
LREA: Low-Rank Efficient Attention on Modeling Long-Term User Behaviors for CTR Prediction—0
Bit Cipher -- A Simple yet Powerful Word Representation System that Integrates Efficiently with Language Models—0
Efficient Long-Range Transformers: You Need to Attend More, but Not Necessarily at Every Layer—0
An Efficient Approach to the Online Multi-Agent Path Finding Problem by Using Sustainable Information—0
Efficient Large-Scale Multi-Modal Classification—0
Efficient Language Model Architectures for Differentially Private Federated Learning—0
Efficient Knowledge Distillation of SAM for Medical Image Segmentation—0
An Efficient Approach to Encoding Context for Spoken Language Understanding—0
Adaptive Sampling for Continuous Group Equivariant Neural Networks—0
Accelerating the discovery of low-energy structure configurations: a computational approach that integrates first-principles calculations, Monte Carlo sampling, and Machine Learning—0
2.5D Super-Resolution Approaches for X-ray Computed Tomography-based Inspection of Additively Manufactured Parts—0
SPINEX-TimeSeries: Similarity-based Predictions with Explainable Neighbors Exploration for Time Series and Forecasting Problems—0
High Performance Im2win and Direct Convolutions using Three Tensor Layouts on SIMD Architectures—0
Action recognition with spatial-temporal discriminative filter banks—0
Efficient Image Compression Using Advanced State Space Models—0
Efficient identification of linear, parameter-varying, and nonlinear systems with noise models—0
An Efficient and Scalable Collection of Fly-inspired Voting Units for Visual Place Recognition in Changing Environments—0
Efficient Gravitational Wave Parameter Estimation via Knowledge Distillation: A ResNet1D-IAF Approach—0
Online Importance Sampling for Stochastic Gradient Optimization—0
An Efficient and Generalizable Symbolic Regression Method for Time Series Analysis—0
Adaptive Resolution Residual Networks -- Generalizing Across Resolutions Easily and Efficiently—0
Efficient Frequency Selective Surface Analysis via End-to-End Model-Based Learning—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified