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 1501–1525 of 4891 papers

TitleStatusHype
Feature Alignment: Rethinking Efficient Active Learning via Proxy in the Context of Pre-trained ModelsCode0
Fast Multi-grid Methods for Minimizing Curvature EnergyCode0
A Social Robot with Inner Speech for Dietary GuidanceCode0
FastNetCode0
Fast Single Image Dehazing via Multilevel Wavelet Transform based OptimizationCode0
Fighting Randomness with Randomness: Mitigating Optimisation Instability of Fine-Tuning using Delayed Ensemble and Noisy InterpolationCode0
Bi-fidelity Variational Auto-encoder for Uncertainty QuantificationCode0
Parallelizing MCMC via Weierstrass SamplerCode0
Data-based stochastic modeling reveals sources of activity bursts in single-cell TGF-β signalingCode0
A simple yet effective baseline for non-attributed graph classificationCode0
Fast Incremental von Neumann Graph Entropy Computation: Theory, Algorithm, and ApplicationsCode0
ParetoTracker: Understanding Population Dynamics in Multi-objective Evolutionary Algorithms through Visual AnalyticsCode0
Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methodsCode0
A Bootstrap-based Method for Testing Network SimilarityCode0
Fast Fair Regression via Efficient Approximations of Mutual InformationCode0
FastLexRank: Efficient Lexical Ranking for Structuring Social Media PostsCode0
Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS DemosaicingCode0
CvT-ASSD: Convolutional vision-Transformer Based Attentive Single Shot MultiBox DetectorCode0
Binary Stereo MatchingCode0
Efficient End-to-End Video Question Answering with Pyramidal Multimodal TransformerCode0
Efficient Ensemble for Multimodal Punctuation Restoration using Time-Delay Neural NetworkCode0
Fast Decision Boundary based Out-of-Distribution DetectorCode0
Efficient Explorative Key-term Selection Strategies for Conversational Contextual BanditsCode0
Fast CapsNet for Lung Cancer ScreeningCode0
A GPU Implementation of Multi-Guiding Spark Fireworks Algorithm for Efficient Black-Box Neural Network OptimizationCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified